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| 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 | import { eq } from 'drizzle-orm' import { db, schema } from '@/db' import { generateFlowchartEmbeddings, EMBEDDING_VERSION } from '@/lib/flowcharts/embedding' import { invalidateEmbeddingCache } from '@/lib/flowcharts/embedding-search' import { createTask } from '../task-manager' import type { FlowchartEmbedEvent } from './events' /** * Input for the flowchart embedding task */ export interface FlowchartEmbedInput { /** If provided, only embed this specific flowchart */ flowchartId?: string } /** * Output from the flowchart embedding task */ export interface FlowchartEmbedOutput { embeddedCount: number skippedCount: number flowcharts: Array<{ id: string; title: string }> } /** * Start a flowchart embedding task. * * Generates embeddings for all published flowcharts missing them or with * an outdated version. Reports per-flowchart progress via events. */ export async function startFlowchartEmbedding(input: FlowchartEmbedInput): Promise<string> { return createTask<FlowchartEmbedInput, FlowchartEmbedOutput, FlowchartEmbedEvent>( 'flowchart-embed', input, async (handle, config) => { // Get all published flowcharts const dbFlowcharts = await db.query.teacherFlowcharts.findMany({ where: eq(schema.teacherFlowcharts.status, 'published'), columns: { id: true, title: true, description: true, difficulty: true, embeddingVersion: true, }, }) // Filter to those needing embedding let needsEmbedding = dbFlowcharts.filter( (fc) => !fc.embeddingVersion || fc.embeddingVersion !== EMBEDDING_VERSION ) // If a specific flowchart was requested, filter to just that one if (config.flowchartId) { needsEmbedding = needsEmbedding.filter((fc) => fc.id === config.flowchartId) if (needsEmbedding.length === 0) { // Check if the specific flowchart exists but already has current embedding const existing = dbFlowcharts.find((fc) => fc.id === config.flowchartId) if (existing) { // Force re-embed it needsEmbedding = [existing] } } } const skippedCount = dbFlowcharts.length - needsEmbedding.length handle.emit({ type: 'embed_started', totalFlowcharts: needsEmbedding.length, skippedCount, }) handle.setProgress(0, `Processing 0/${needsEmbedding.length} flowcharts`) const results: Array<{ id: string; title: string }> = [] for (let i = 0; i < needsEmbedding.length; i++) { if (handle.isCancelled()) break const fc = needsEmbedding[i] handle.emit({ type: 'embed_progress', currentIndex: i, totalFlowcharts: needsEmbedding.length, flowchartId: fc.id, flowchartTitle: fc.title, }) try { const { embedding, promptEmbedding } = await generateFlowchartEmbeddings({ title: fc.title, description: fc.description, topicDescription: null, difficulty: fc.difficulty, }) await db .update(schema.teacherFlowcharts) .set({ embedding, promptEmbedding, embeddingVersion: EMBEDDING_VERSION, }) .where(eq(schema.teacherFlowcharts.id, fc.id)) results.push({ id: fc.id, title: fc.title }) } catch (err) { handle.emit({ type: 'embed_error', flowchartId: fc.id, flowchartTitle: fc.title, error: err instanceof Error ? err.message : String(err), }) // Continue with remaining flowcharts — individual failures are non-fatal } const progress = Math.round(((i + 1) / needsEmbedding.length) * 100) handle.setProgress(progress, `Processing ${i + 1}/${needsEmbedding.length} flowcharts`) } // Invalidate the cache so new embeddings are picked up invalidateEmbeddingCache() handle.emit({ type: 'embed_complete', embeddedCount: results.length, skippedCount, flowcharts: results, }) handle.complete({ embeddedCount: results.length, skippedCount, flowcharts: results, }) } ) } |