/** * Local Intent Classifier * * Fast regex-based intent classification for Swift. * Target: <50ms response time. */ import type { SwiftIntent } from './types'; export interface ClassificationResult { intent: SwiftIntent; confidence: number; matchedPattern?: string; processingTimeMs: number; } interface PatternConfig { pattern: RegExp; weight: number; // Higher weight = higher confidence } // Intent patterns with weights // Weight 1.0 = exact match, 0.8 = strong match, 0.6 = partial match const INTENT_PATTERNS: Record, PatternConfig[]> = { dagnotitie: [ // Exact commands { pattern: /^dagnotitie\b/i, weight: 1.0 }, { pattern: /^notitie\b/i, weight: 1.0 }, { pattern: /^nieuwe?\s+notitie\b/i, weight: 1.0 }, // Pattern: "notitie [naam]" or "[naam] notitie" { pattern: /^notitie\s+\w+/i, weight: 0.95 }, { pattern: /^\w+\s+notitie\b/i, weight: 0.85 }, // Pattern: "[naam] [categorie]" (e.g., "jan medicatie") { pattern: /^\w+\s+(medicatie|adl|gedrag|incident|observatie)\b/i, weight: 0.9 }, // Pattern: "notitie [naam] [categorie]" { pattern: /^notitie\s+\w+\s+(medicatie|adl|gedrag|incident|observatie)\b/i, weight: 1.0 }, // Categorie-first patterns { pattern: /^(medicatie|adl|gedrag|incident|observatie)\s+\w+/i, weight: 0.85 }, { pattern: /^(medicatie|adl|gedrag|incident|observatie)\b/i, weight: 0.7 }, // Schrijf patterns { pattern: /^schrijf\b/i, weight: 0.8 }, { pattern: /^rapporteer\b/i, weight: 0.8 }, { pattern: /^registreer\b/i, weight: 0.8 }, ], zoeken: [ // Exact commands { pattern: /^zoek\b/i, weight: 1.0 }, { pattern: /^vind\b/i, weight: 1.0 }, { pattern: /^zoeken\b/i, weight: 1.0 }, // Question patterns { pattern: /^wie\s+is\b/i, weight: 1.0 }, { pattern: /^waar\s+is\b/i, weight: 0.9 }, { pattern: /^welke\s+pati[eë]nt/i, weight: 0.9 }, // Pattern: "zoek [naam]" { pattern: /^zoek\s+\w+/i, weight: 1.0 }, { pattern: /^vind\s+\w+/i, weight: 1.0 }, // Info requests { pattern: /^info\s+\w+/i, weight: 0.8 }, { pattern: /^gegevens\s+\w+/i, weight: 0.8 }, { pattern: /^dossier\s+\w+/i, weight: 0.85 }, // Partial name lookups (single word that could be a name) { pattern: /^[A-Z][a-z]+$/i, weight: 0.5 }, // Single capitalized word ], overdracht: [ // Exact commands { pattern: /^overdracht\b/i, weight: 1.0 }, { pattern: /^dienst\s*overdracht\b/i, weight: 1.0 }, // Dienst patterns { pattern: /^dienst\s+(klaar|afronden|be[eë]indigen)\b/i, weight: 1.0 }, { pattern: /^einde?\s+dienst\b/i, weight: 1.0 }, { pattern: /^dienst\s+einde?\b/i, weight: 1.0 }, // Question patterns { pattern: /^wat\s+moet\s+ik\s+weten\b/i, weight: 1.0 }, { pattern: /^wat\s+is\s+er\s+gebeurd\b/i, weight: 0.9 }, { pattern: /^updates?\b/i, weight: 0.7 }, { pattern: /^samenvatting\b/i, weight: 0.85 }, // Start dienst { pattern: /^start\s+dienst\b/i, weight: 0.9 }, { pattern: /^begin\s+dienst\b/i, weight: 0.9 }, { pattern: /^nieuwe?\s+dienst\b/i, weight: 0.85 }, ], // Agenda intents agenda_query: [ // Exact commands { pattern: /^agenda\b/i, weight: 1.0 }, { pattern: /^mijn\s+agenda\b/i, weight: 0.95 }, { pattern: /^volgende\s+afspraak\b/i, weight: 0.95 }, // Question patterns { pattern: /^wat\s+zijn\s+(mijn\s+)?afspraken\b/i, weight: 1.0 }, { pattern: /^(wat|wanneer)\s+is\s+(mijn\s+)?volgende\s+afspraak\b/i, weight: 1.0 }, // Date scoped queries { pattern: /^afspraken\s+(vandaag|morgen|deze\s+week|volgende\s+week)\b/i, weight: 0.95 }, { pattern: /^(vandaag|morgen|deze\s+week|volgende\s+week)\s+afspraken\b/i, weight: 0.9 }, { pattern: /^agenda\s+(vandaag|morgen|deze\s+week|volgende\s+week)\b/i, weight: 0.9 }, { pattern: /^planning\s+(vandaag|morgen|deze\s+week|volgende\s+week)\b/i, weight: 0.85 }, { pattern: /^afspraken\b(?!\s+(maken|plannen|inplannen|annuleren|verzetten|verplaatsen|verschuiven))\b/i, weight: 0.85 }, // Verb patterns { pattern: /^toon\s+agenda\b/i, weight: 0.9 }, { pattern: /^laat\s+(mijn\s+)?agenda\s+zien\b/i, weight: 0.85 }, ], create_appointment: [ // Exact commands { pattern: /^maak\s+afspraak\b/i, weight: 1.0 }, { pattern: /^plan\s+(een\s+)?(afspraak|intake|gesprek)\b/i, weight: 1.0 }, { pattern: /^afspraak\s+(maken|plannen|inplannen)\b/i, weight: 0.95 }, { pattern: /^afspraken\s+(maken|plannen|inplannen)\b/i, weight: 0.95 }, { pattern: /^nieuwe?\s+afspraak\b/i, weight: 0.95 }, // Type-first patterns { pattern: /^maak\s+(een\s+)?(intake|behandeling|gesprek)\b/i, weight: 0.9 }, { pattern: /^(intake|behandeling|gesprek)\s+(met\s+)?\w+/i, weight: 0.85 }, { pattern: /^afspraak\s+met\s+\w+/i, weight: 0.9 }, { pattern: /^plan\s+afspraak\s+met\s+\w+/i, weight: 0.9 }, ], cancel_appointment: [ // Exact commands { pattern: /^annuleer\s+(de\s+)?afspraak\b/i, weight: 1.0 }, { pattern: /^cancel\s+(de\s+)?afspraak\b/i, weight: 1.0 }, { pattern: /^verwijder\s+afspraak\b/i, weight: 0.95 }, { pattern: /^afspraak\s+annuleren\b/i, weight: 0.95 }, { pattern: /^zeg\s+afspraak\s+af\b/i, weight: 0.95 }, // Short forms { pattern: /^annuleer\s+\w+/i, weight: 0.7 }, // "annuleer jan" ], reschedule_appointment: [ // Exact commands { pattern: /^verzet\s+(de\s+)?afspraak\b/i, weight: 1.0 }, { pattern: /^verplaats\s+(de\s+)?afspraak\b/i, weight: 1.0 }, { pattern: /^verschuif\s+afspraak\b/i, weight: 0.95 }, { pattern: /^afspraak\s+verzetten\b/i, weight: 0.95 }, // Time shifts { pattern: /^\d{1,2}[:.]\d{2}\s+naar\s+\d{1,2}[:.]\d{2}\b/i, weight: 0.9 }, { pattern: /^(verzet|verplaats)\s+\d{1,2}[:.]\d{2}\b/i, weight: 0.9 }, { pattern: /^verzet\s+\w+\s+naar\b/i, weight: 0.85 }, // "verzet jan naar dinsdag" ], }; // Help patterns (separate, always check) const HELP_PATTERNS: PatternConfig[] = [ { pattern: /^help\b/i, weight: 1.0 }, { pattern: /^hulp\b/i, weight: 1.0 }, { pattern: /^\?\s*$/i, weight: 1.0 }, { pattern: /^wat\s+kan\s+(ik|je|swift)\b/i, weight: 1.0 }, { pattern: /^hoe\s+werkt\b/i, weight: 0.9 }, { pattern: /^voorbeelden?\b/i, weight: 0.9 }, ]; /** * Classify user input into an intent using local regex patterns. * Fast, runs entirely client-side. */ export function classifyIntent(input: string): ClassificationResult { const startTime = performance.now(); const trimmedInput = input.trim(); // Empty input if (!trimmedInput) { return { intent: 'unknown', confidence: 0, processingTimeMs: performance.now() - startTime, }; } // Check for help first for (const { pattern, weight } of HELP_PATTERNS) { if (pattern.test(trimmedInput)) { return { intent: 'unknown', // Help is handled separately, return unknown to trigger help UI confidence: weight, matchedPattern: pattern.toString(), processingTimeMs: performance.now() - startTime, }; } } // Find best matching intent let bestMatch: { intent: SwiftIntent; confidence: number; pattern: string } | null = null; for (const [intent, patterns] of Object.entries(INTENT_PATTERNS)) { for (const { pattern, weight } of patterns) { if (pattern.test(trimmedInput)) { if (!bestMatch || weight > bestMatch.confidence) { bestMatch = { intent: intent as SwiftIntent, confidence: weight, pattern: pattern.toString(), }; } // If we found a perfect match, we can stop if (weight === 1.0) break; } } // Early exit on perfect match if (bestMatch?.confidence === 1.0) break; } const processingTimeMs = performance.now() - startTime; if (bestMatch) { return { intent: bestMatch.intent, confidence: bestMatch.confidence, matchedPattern: bestMatch.pattern, processingTimeMs, }; } // No match found return { intent: 'unknown', confidence: 0, processingTimeMs, }; } /** * Check if classification confidence is high enough to proceed without AI fallback. */ export function isHighConfidence(result: ClassificationResult): boolean { return result.confidence >= 0.8; } /** * Check if we should show the fallback picker. */ export function shouldShowFallback(result: ClassificationResult): boolean { return result.intent === 'unknown' || result.confidence < 0.5; }