Epic 2 - Intent Classification (10 SP): - E2.S1: Local classifier met regex patterns (<50ms) - E2.S2: Entity extraction (patientName, category, content) - E2.S3: AI fallback met Claude Haiku bij confidence <0.8 - E2.S4: POST /api/intent/classify API route Two-tier systeem: 1. Lokale regex classificatie (snel, offline) 2. AI fallback voor lage confidence of complexe input Bouwplan bijgewerkt naar v1.4 (31/68 SP, 46% done) 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Colin Lit <colin@example.com>
190 lines
5.6 KiB
TypeScript
190 lines
5.6 KiB
TypeScript
/**
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* Local Intent Classifier
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*
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* Fast regex-based intent classification for Swift.
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* Target: <50ms response time.
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*/
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import type { SwiftIntent } from './types';
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export interface ClassificationResult {
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intent: SwiftIntent;
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confidence: number;
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matchedPattern?: string;
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processingTimeMs: number;
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}
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interface PatternConfig {
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pattern: RegExp;
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weight: number; // Higher weight = higher confidence
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}
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// Intent patterns with weights
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// Weight 1.0 = exact match, 0.8 = strong match, 0.6 = partial match
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const INTENT_PATTERNS: Record<Exclude<SwiftIntent, 'unknown'>, PatternConfig[]> = {
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dagnotitie: [
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// Exact commands
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{ pattern: /^dagnotitie\b/i, weight: 1.0 },
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{ pattern: /^notitie\b/i, weight: 1.0 },
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{ pattern: /^nieuwe?\s+notitie\b/i, weight: 1.0 },
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// Pattern: "notitie [naam]" or "[naam] notitie"
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{ pattern: /^notitie\s+\w+/i, weight: 0.95 },
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{ pattern: /^\w+\s+notitie\b/i, weight: 0.85 },
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// Pattern: "[naam] [categorie]" (e.g., "jan medicatie")
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{ pattern: /^\w+\s+(medicatie|adl|gedrag|incident|observatie)\b/i, weight: 0.9 },
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// Pattern: "notitie [naam] [categorie]"
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{ pattern: /^notitie\s+\w+\s+(medicatie|adl|gedrag|incident|observatie)\b/i, weight: 1.0 },
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// Categorie-first patterns
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{ pattern: /^(medicatie|adl|gedrag|incident|observatie)\s+\w+/i, weight: 0.85 },
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{ pattern: /^(medicatie|adl|gedrag|incident|observatie)\b/i, weight: 0.7 },
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// Schrijf patterns
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{ pattern: /^schrijf\b/i, weight: 0.8 },
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{ pattern: /^rapporteer\b/i, weight: 0.8 },
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{ pattern: /^registreer\b/i, weight: 0.8 },
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],
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zoeken: [
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// Exact commands
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{ pattern: /^zoek\b/i, weight: 1.0 },
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{ pattern: /^vind\b/i, weight: 1.0 },
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{ pattern: /^zoeken\b/i, weight: 1.0 },
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// Question patterns
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{ pattern: /^wie\s+is\b/i, weight: 1.0 },
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{ pattern: /^waar\s+is\b/i, weight: 0.9 },
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{ pattern: /^welke\s+pati[eë]nt/i, weight: 0.9 },
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// Pattern: "zoek [naam]"
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{ pattern: /^zoek\s+\w+/i, weight: 1.0 },
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{ pattern: /^vind\s+\w+/i, weight: 1.0 },
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// Info requests
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{ pattern: /^info\s+\w+/i, weight: 0.8 },
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{ pattern: /^gegevens\s+\w+/i, weight: 0.8 },
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{ pattern: /^dossier\s+\w+/i, weight: 0.85 },
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// Partial name lookups (single word that could be a name)
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{ pattern: /^[A-Z][a-z]+$/i, weight: 0.5 }, // Single capitalized word
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],
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overdracht: [
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// Exact commands
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{ pattern: /^overdracht\b/i, weight: 1.0 },
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{ pattern: /^dienst\s*overdracht\b/i, weight: 1.0 },
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// Dienst patterns
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{ pattern: /^dienst\s+(klaar|afronden|be[eë]indigen)\b/i, weight: 1.0 },
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{ pattern: /^einde?\s+dienst\b/i, weight: 1.0 },
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{ pattern: /^dienst\s+einde?\b/i, weight: 1.0 },
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// Question patterns
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{ pattern: /^wat\s+moet\s+ik\s+weten\b/i, weight: 1.0 },
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{ pattern: /^wat\s+is\s+er\s+gebeurd\b/i, weight: 0.9 },
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{ pattern: /^updates?\b/i, weight: 0.7 },
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{ pattern: /^samenvatting\b/i, weight: 0.85 },
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// Start dienst
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{ pattern: /^start\s+dienst\b/i, weight: 0.9 },
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{ pattern: /^begin\s+dienst\b/i, weight: 0.9 },
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{ pattern: /^nieuwe?\s+dienst\b/i, weight: 0.85 },
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],
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};
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// Help patterns (separate, always check)
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const HELP_PATTERNS: PatternConfig[] = [
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{ pattern: /^help\b/i, weight: 1.0 },
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{ pattern: /^hulp\b/i, weight: 1.0 },
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{ pattern: /^\?\s*$/i, weight: 1.0 },
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{ pattern: /^wat\s+kan\s+(ik|je|swift)\b/i, weight: 1.0 },
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{ pattern: /^hoe\s+werkt\b/i, weight: 0.9 },
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{ pattern: /^voorbeelden?\b/i, weight: 0.9 },
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];
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/**
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* Classify user input into an intent using local regex patterns.
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* Fast, runs entirely client-side.
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*/
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export function classifyIntent(input: string): ClassificationResult {
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const startTime = performance.now();
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const trimmedInput = input.trim();
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// Empty input
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if (!trimmedInput) {
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return {
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intent: 'unknown',
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confidence: 0,
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processingTimeMs: performance.now() - startTime,
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};
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}
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// Check for help first
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for (const { pattern, weight } of HELP_PATTERNS) {
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if (pattern.test(trimmedInput)) {
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return {
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intent: 'unknown', // Help is handled separately, return unknown to trigger help UI
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confidence: weight,
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matchedPattern: pattern.toString(),
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processingTimeMs: performance.now() - startTime,
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};
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}
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}
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// Find best matching intent
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let bestMatch: { intent: SwiftIntent; confidence: number; pattern: string } | null = null;
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for (const [intent, patterns] of Object.entries(INTENT_PATTERNS)) {
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for (const { pattern, weight } of patterns) {
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if (pattern.test(trimmedInput)) {
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if (!bestMatch || weight > bestMatch.confidence) {
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bestMatch = {
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intent: intent as SwiftIntent,
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confidence: weight,
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pattern: pattern.toString(),
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};
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}
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// If we found a perfect match, we can stop
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if (weight === 1.0) break;
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}
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}
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// Early exit on perfect match
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if (bestMatch?.confidence === 1.0) break;
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}
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const processingTimeMs = performance.now() - startTime;
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if (bestMatch) {
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return {
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intent: bestMatch.intent,
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confidence: bestMatch.confidence,
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matchedPattern: bestMatch.pattern,
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processingTimeMs,
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};
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}
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// No match found
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return {
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intent: 'unknown',
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confidence: 0,
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processingTimeMs,
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};
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}
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/**
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* Check if classification confidence is high enough to proceed without AI fallback.
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*/
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export function isHighConfidence(result: ClassificationResult): boolean {
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return result.confidence >= 0.8;
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}
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/**
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* Check if we should show the fallback picker.
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*/
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export function shouldShowFallback(result: ClassificationResult): boolean {
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return result.intent === 'unknown' || result.confidence < 0.5;
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}
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