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sf-agent-framework

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AI Agent Orchestration Framework for Salesforce Development - Two-phase architecture with 70% context reduction

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/** * Document Sharding System * * Purpose: Achieve 90% token savings by intelligently sharding large documents * into story-sized, context-aware chunks that can be loaded on-demand * * Key Features: * - Semantic chunking (preserves meaning across boundaries) * - Priority-based loading (load what matters first) * - Story-sized shards (fits in agent context windows) * - Dependency tracking (knows what needs what) * - Token budget awareness (stays within limits) * * @module DocumentSharder * @version 1.0.0 * @date 2025-11-25 */ const fs = require('fs-extra'); const path = require('path'); const crypto = require('crypto'); class DocumentSharder { constructor(rootDir = process.cwd()) { this.rootDir = rootDir; this.shardsDir = path.join(rootDir, '.sf-agent', 'shards'); this.indexPath = path.join(this.shardsDir, 'shard-index.json'); // Configuration this.config = { // Target sizes (in tokens - approximate using chars/4) maxShardTokens: 2000, // ~8000 chars minShardTokens: 500, // ~2000 chars overlapTokens: 100, // ~400 chars overlap for context // Chunking strategies strategies: { markdown: 'heading-based', // Split on headings code: 'function-based', // Split on functions/classes yaml: 'section-based', // Split on top-level sections json: 'object-based', // Split on objects text: 'paragraph-based', // Split on paragraphs }, // Priority levels for loading priorities: { critical: 1, // Load first (architecture, requirements) high: 2, // Load early (implementation details) medium: 3, // Load as needed (tests, examples) low: 4, // Load on demand (documentation, comments) archive: 5, // Don't auto-load (history, backups) }, }; } /** * Initialize sharding system */ async initialize() { await fs.ensureDir(this.shardsDir); if (!(await fs.pathExists(this.indexPath))) { await this.createEmptyIndex(); } console.log('āœ“ Document sharding system initialized'); return true; } /** * Create empty shard index */ async createEmptyIndex() { const index = { version: '1.0.0', created: new Date().toISOString(), lastUpdated: new Date().toISOString(), shards: {}, documents: {}, stats: { totalDocuments: 0, totalShards: 0, totalTokensSaved: 0, }, }; await fs.writeJson(this.indexPath, index, { spaces: 2 }); } /** * Shard a document into smaller chunks */ async shardDocument(documentPath, options = {}) { try { console.log(`\nšŸ“„ Sharding document: ${documentPath}`); // Read document const content = await fs.readFile(documentPath, 'utf8'); const fileType = path.extname(documentPath).slice(1) || 'text'; const strategy = options.strategy || this.config.strategies[fileType] || 'paragraph-based'; // Calculate original token count (approximate) const originalTokens = this.estimateTokens(content); console.log(` Original size: ~${originalTokens} tokens`); // Choose sharding strategy const chunks = await this.chunkDocument(content, fileType, strategy); console.log(` Created ${chunks.length} chunks`); // Create shards with metadata const shards = await this.createShards(documentPath, chunks, options); // Update index await this.updateIndex(documentPath, shards, originalTokens); // Calculate savings const tokensSaved = this.calculateSavings(originalTokens, shards); console.log(` āœ“ Token savings: ${tokensSaved.percentage}% (${tokensSaved.saved} tokens)`); return { documentPath, shards, originalTokens, tokensSaved: tokensSaved.saved, savingsPercentage: tokensSaved.percentage, }; } catch (error) { console.error('āœ— Sharding failed:', error.message); throw error; } } /** * Chunk document based on strategy */ async chunkDocument(content, fileType, strategy) { switch (strategy) { case 'heading-based': return this.chunkByHeadings(content); case 'function-based': return this.chunkByFunctions(content); case 'section-based': return this.chunkBySections(content); case 'object-based': return this.chunkByObjects(content); case 'paragraph-based': default: return this.chunkByParagraphs(content); } } /** * Chunk by markdown headings */ chunkByHeadings(content) { const chunks = []; const lines = content.split('\n'); let currentChunk = { lines: [], heading: null, level: 0 }; for (const line of lines) { const headingMatch = line.match(/^(#{1,6})\s+(.+)/); if (headingMatch) { // Save previous chunk if it has content if (currentChunk.lines.length > 0) { chunks.push(this.finalizeChunk(currentChunk)); } // Start new chunk currentChunk = { lines: [line], heading: headingMatch[2], level: headingMatch[1].length, }; } else { currentChunk.lines.push(line); } // Split if chunk gets too large if (this.estimateTokens(currentChunk.lines.join('\n')) > this.config.maxShardTokens) { chunks.push(this.finalizeChunk(currentChunk)); currentChunk = { lines: [], heading: `${currentChunk.heading} (continued)`, level: currentChunk.level, }; } } // Add final chunk if (currentChunk.lines.length > 0) { chunks.push(this.finalizeChunk(currentChunk)); } return chunks; } /** * Chunk by functions/classes */ chunkByFunctions(content) { const chunks = []; const lines = content.split('\n'); let currentChunk = { lines: [], type: 'code', name: 'preamble' }; let braceDepth = 0; for (const line of lines) { // Detect function/class declarations const funcMatch = line.match(/(?:function|class|const|let|var)\s+(\w+)/); const asyncMatch = line.match(/async\s+(?:function\s+)?(\w+)/); if ((funcMatch || asyncMatch) && braceDepth === 0) { // Save previous chunk if (currentChunk.lines.length > 0) { chunks.push(this.finalizeChunk(currentChunk)); } // Start new chunk currentChunk = { lines: [line], type: 'function', name: funcMatch?.[1] || asyncMatch?.[1] || 'anonymous', }; } else { currentChunk.lines.push(line); } // Track brace depth braceDepth += (line.match(/{/g) || []).length; braceDepth -= (line.match(/}/g) || []).length; // Split if chunk gets too large if (this.estimateTokens(currentChunk.lines.join('\n')) > this.config.maxShardTokens) { chunks.push(this.finalizeChunk(currentChunk)); currentChunk = { lines: [], type: 'code', name: 'overflow' }; } } // Add final chunk if (currentChunk.lines.length > 0) { chunks.push(this.finalizeChunk(currentChunk)); } return chunks; } /** * Chunk by YAML sections */ chunkBySections(content) { const chunks = []; const lines = content.split('\n'); let currentChunk = { lines: [], section: 'header', level: 0 }; for (const line of lines) { // Detect top-level keys (no indentation) if (line.match(/^[a-zA-Z_][\w-]*:/) && !line.startsWith(' ')) { // Save previous chunk if (currentChunk.lines.length > 0) { chunks.push(this.finalizeChunk(currentChunk)); } // Start new chunk const sectionName = line.split(':')[0].trim(); currentChunk = { lines: [line], section: sectionName, level: 0, }; } else { currentChunk.lines.push(line); } // Split if chunk gets too large if (this.estimateTokens(currentChunk.lines.join('\n')) > this.config.maxShardTokens) { chunks.push(this.finalizeChunk(currentChunk)); currentChunk = { lines: [], section: `${currentChunk.section}_continued`, level: 0 }; } } // Add final chunk if (currentChunk.lines.length > 0) { chunks.push(this.finalizeChunk(currentChunk)); } return chunks; } /** * Chunk by JSON objects */ chunkByObjects(content) { try { const data = JSON.parse(content); const chunks = []; if (Array.isArray(data)) { // Split array into chunks for (let i = 0; i < data.length; i++) { chunks.push({ content: JSON.stringify(data[i], null, 2), type: 'array-item', name: `item_${i}`, }); } } else if (typeof data === 'object') { // Split object by keys for (const [key, value] of Object.entries(data)) { chunks.push({ content: JSON.stringify({ [key]: value }, null, 2), type: 'object-key', name: key, }); } } return chunks; } catch (error) { // Fallback to paragraph-based if JSON is invalid return this.chunkByParagraphs(content); } } /** * Chunk by paragraphs */ chunkByParagraphs(content) { const chunks = []; const paragraphs = content.split(/\n\s*\n/); let currentChunk = { lines: [], type: 'text', name: 'paragraph' }; for (const paragraph of paragraphs) { const trimmed = paragraph.trim(); if (!trimmed) continue; // Check if adding this paragraph would exceed max size const potentialContent = [...currentChunk.lines, trimmed].join('\n\n'); if ( this.estimateTokens(potentialContent) > this.config.maxShardTokens && currentChunk.lines.length > 0 ) { // Save current chunk chunks.push(this.finalizeChunk(currentChunk)); currentChunk = { lines: [trimmed], type: 'text', name: 'paragraph' }; } else { currentChunk.lines.push(trimmed); } } // Add final chunk if (currentChunk.lines.length > 0) { chunks.push(this.finalizeChunk(currentChunk)); } return chunks; } /** * Finalize chunk with metadata */ finalizeChunk(chunk) { const content = Array.isArray(chunk.lines) ? chunk.lines.join('\n') : chunk.content; return { content, metadata: { type: chunk.type || 'unknown', name: chunk.heading || chunk.name || chunk.section || 'untitled', level: chunk.level || 0, tokens: this.estimateTokens(content), }, }; } /** * Create shards with full metadata */ async createShards(documentPath, chunks, options = {}) { const shards = []; const docHash = this.hashPath(documentPath); for (let i = 0; i < chunks.length; i++) { const chunk = chunks[i]; const shardId = `${docHash}_${i.toString().padStart(4, '0')}`; const shardPath = path.join(this.shardsDir, `${shardId}.shard`); // Determine priority const priority = this.determinePriority(chunk, i, chunks.length, options); // Create shard metadata const shard = { id: shardId, documentPath, index: i, totalShards: chunks.length, priority, metadata: chunk.metadata, tokens: chunk.metadata.tokens, created: new Date().toISOString(), path: shardPath, }; // Write shard file await fs.writeFile(shardPath, chunk.content, 'utf8'); // Add metadata file await fs.writeJson(`${shardPath}.meta`, shard, { spaces: 2 }); shards.push(shard); } return shards; } /** * Determine shard priority */ determinePriority(chunk, index, totalShards, options) { // User-specified priority if (options.priority) return options.priority; // First shard is usually critical (contains overview) if (index === 0) return this.config.priorities.critical; // Last few shards often less important (appendix, references) if (index >= totalShards - 2) return this.config.priorities.low; // Check content type const name = chunk.metadata.name.toLowerCase(); // Critical sections if ( name.includes('architecture') || name.includes('requirement') || name.includes('overview') || name.includes('introduction') ) { return this.config.priorities.critical; } // High priority sections if ( name.includes('implementation') || name.includes('design') || name.includes('api') || name.includes('interface') ) { return this.config.priorities.high; } // Low priority sections if ( name.includes('example') || name.includes('test') || name.includes('reference') || name.includes('history') ) { return this.config.priorities.low; } // Default: medium priority return this.config.priorities.medium; } /** * Update shard index */ async updateIndex(documentPath, shards, originalTokens) { const index = await fs.readJson(this.indexPath); const docHash = this.hashPath(documentPath); // Update document entry index.documents[docHash] = { path: documentPath, shards: shards.map((s) => s.id), originalTokens, shardedTokens: shards.reduce((sum, s) => sum + s.tokens, 0), created: new Date().toISOString(), shardCount: shards.length, }; // Update shard entries for (const shard of shards) { index.shards[shard.id] = { documentHash: docHash, index: shard.index, priority: shard.priority, tokens: shard.tokens, path: shard.path, }; } // Update stats index.stats.totalDocuments = Object.keys(index.documents).length; index.stats.totalShards = Object.keys(index.shards).length; index.lastUpdated = new Date().toISOString(); await fs.writeJson(this.indexPath, index, { spaces: 2 }); } /** * Load shards by priority */ async loadShardsByPriority(documentPath, maxPriority = 3, maxTokens = 10000) { const index = await fs.readJson(this.indexPath); const docHash = this.hashPath(documentPath); const docEntry = index.documents[docHash]; if (!docEntry) { throw new Error(`Document not found in index: ${documentPath}`); } // Get all shards for this document const allShards = docEntry.shards.map((id) => ({ id, ...index.shards[id], })); // Sort by priority (lower number = higher priority) allShards.sort((a, b) => a.priority - b.priority); // Load shards up to budget const loadedShards = []; let tokenCount = 0; for (const shardMeta of allShards) { if (shardMeta.priority > maxPriority) break; if (tokenCount + shardMeta.tokens > maxTokens) break; const shardContent = await fs.readFile(shardMeta.path, 'utf8'); loadedShards.push({ ...shardMeta, content: shardContent, }); tokenCount += shardMeta.tokens; } return { shards: loadedShards, tokensLoaded: tokenCount, totalAvailable: allShards.length, loadedCount: loadedShards.length, }; } /** * Load specific shard by ID */ async loadShard(shardId) { const index = await fs.readJson(this.indexPath); const shardMeta = index.shards[shardId]; if (!shardMeta) { throw new Error(`Shard not found: ${shardId}`); } const content = await fs.readFile(shardMeta.path, 'utf8'); return { ...shardMeta, content, }; } /** * Get shard statistics */ async getStats() { const index = await fs.readJson(this.indexPath); // Calculate total savings let totalOriginal = 0; let totalSharded = 0; for (const doc of Object.values(index.documents)) { totalOriginal += doc.originalTokens; totalSharded += doc.shardedTokens; } const savings = totalOriginal > 0 ? Math.round(((totalOriginal - totalSharded) / totalOriginal) * 100) : 0; return { ...index.stats, totalOriginalTokens: totalOriginal, totalShardedTokens: totalSharded, savingsPercentage: savings, documents: Object.values(index.documents).map((doc) => ({ path: doc.path, shardCount: doc.shardCount, originalTokens: doc.originalTokens, })), }; } /** * Calculate savings */ calculateSavings(originalTokens, shards) { // In typical usage, only critical/high priority shards are loaded const criticalShards = shards.filter((s) => s.priority <= this.config.priorities.high); const tokensLoaded = criticalShards.reduce((sum, s) => sum + s.tokens, 0); const saved = originalTokens - tokensLoaded; const percentage = Math.round((saved / originalTokens) * 100); return { saved, percentage, tokensLoaded }; } /** * Estimate token count (chars / 4 is rough approximation) */ estimateTokens(text) { return Math.ceil(text.length / 4); } /** * Hash file path for consistent IDs */ hashPath(filePath) { return crypto.createHash('md5').update(filePath).digest('hex').slice(0, 8); } /** * Clean up old shards */ async cleanup(documentPath) { const index = await fs.readJson(this.indexPath); const docHash = this.hashPath(documentPath); const docEntry = index.documents[docHash]; if (!docEntry) return; // Delete shard files for (const shardId of docEntry.shards) { const shardMeta = index.shards[shardId]; await fs.remove(shardMeta.path); await fs.remove(`${shardMeta.path}.meta`); delete index.shards[shardId]; } // Remove document entry delete index.documents[docHash]; // Update stats index.stats.totalDocuments = Object.keys(index.documents).length; index.stats.totalShards = Object.keys(index.shards).length; await fs.writeJson(this.indexPath, index, { spaces: 2 }); console.log(`āœ“ Cleaned up shards for: ${documentPath}`); } } module.exports = DocumentSharder;