From b0769395ee2c1743d24fd93aa7f5c6402852292c Mon Sep 17 00:00:00 2001 From: disha Date: Mon, 23 Mar 2026 13:00:47 +0800 Subject: [PATCH] added semantic search to the catalouge search feature --- docker-compose.yaml | 2 +- package-lock.json | 869 +++++++++++++++++- package.json | 1 + .../migration.sql | 5 + prisma/schema.prisma | 11 +- scripts/generate-embeddings.ts | 60 ++ src/lib/actions/item.ts | 131 ++- tsconfig.json | 4 +- 8 files changed, 1044 insertions(+), 39 deletions(-) create mode 100644 prisma/migrations/20260321141153_add_vector_search/migration.sql create mode 100644 scripts/generate-embeddings.ts diff --git a/docker-compose.yaml b/docker-compose.yaml index 58881bb..0a1273b 100644 --- a/docker-compose.yaml +++ b/docker-compose.yaml @@ -1,6 +1,6 @@ services: dev-db: - image: postgres:17 + image: pgvector/pgvector:pg17 ports: - "5432:5432" environment: diff --git a/package-lock.json b/package-lock.json index 225352b..0f34b87 100644 --- a/package-lock.json +++ 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"^6.0.0", + "once": "^1.3.1", + "simple-concat": "^1.0.0" + } + }, + "node_modules/simple-swizzle": { + "version": "0.2.4", + "resolved": "https://registry.npmjs.org/simple-swizzle/-/simple-swizzle-0.2.4.tgz", + "integrity": "sha512-nAu1WFPQSMNr2Zn9PGSZK9AGn4t/y97lEm+MXTtUDwfP0ksAIX4nO+6ruD9Jwut4C49SB1Ws+fbXsm/yScWOHw==", + "license": "MIT", + "dependencies": { + "is-arrayish": "^0.3.1" + } + }, "node_modules/sonner": { "version": "2.0.7", "resolved": "https://registry.npmjs.org/sonner/-/sonner-2.0.7.tgz", @@ -8815,6 +9548,26 @@ "node": ">= 0.4" } }, + "node_modules/streamx": { + "version": "2.25.0", + "resolved": "https://registry.npmjs.org/streamx/-/streamx-2.25.0.tgz", + "integrity": "sha512-0nQuG6jf1w+wddNEEXCF4nTg3LtufWINB5eFEN+5TNZW7KWJp6x87+JFL43vaAUPyCfH1wID+mNVyW6OHtFamg==", + "license": "MIT", + "dependencies": { + "events-universal": "^1.0.0", + "fast-fifo": "^1.3.2", + "text-decoder": "^1.1.0" + } + }, + "node_modules/string_decoder": { + "version": "1.3.0", + "resolved": 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"peerDependenciesMeta": { + "react-native-b4a": { + "optional": true + } + } + }, + "node_modules/teex": { + "version": "1.0.1", + "resolved": "https://registry.npmjs.org/teex/-/teex-1.0.1.tgz", + "integrity": "sha512-eYE6iEI62Ni1H8oIa7KlDU6uQBtqr4Eajni3wX7rpfXD8ysFx8z0+dri+KWEPWpBsxXfxu58x/0jvTVT1ekOSg==", + "license": "MIT", + "dependencies": { + "streamx": "^2.12.5" + } + }, + "node_modules/text-decoder": { + "version": "1.2.7", + "resolved": "https://registry.npmjs.org/text-decoder/-/text-decoder-1.2.7.tgz", + "integrity": "sha512-vlLytXkeP4xvEq2otHeJfSQIRyWxo/oZGEbXrtEEF9Hnmrdly59sUbzZ/QgyWuLYHctCHxFF4tRQZNQ9k60ExQ==", + "license": "Apache-2.0", + "dependencies": { + "b4a": "^1.6.4" + } + }, + "node_modules/text-decoder/node_modules/b4a": { + "version": "1.8.0", + "resolved": "https://registry.npmjs.org/b4a/-/b4a-1.8.0.tgz", + "integrity": "sha512-qRuSmNSkGQaHwNbM7J78Wwy+ghLEYF1zNrSeMxj4Kgw6y33O3mXcQ6Ie9fRvfU/YnxWkOchPXbaLb73TkIsfdg==", + "license": "Apache-2.0", + "peerDependencies": { + "react-native-b4a": "*" + }, + "peerDependenciesMeta": { + "react-native-b4a": { + "optional": true + } + } + }, "node_modules/tinyexec": { "version": "1.0.2", "resolved": "https://registry.npmjs.org/tinyexec/-/tinyexec-1.0.2.tgz", @@ -9250,6 +10076,18 @@ "fsevents": "~2.3.3" } }, + "node_modules/tunnel-agent": { + "version": "0.6.0", + "resolved": "https://registry.npmjs.org/tunnel-agent/-/tunnel-agent-0.6.0.tgz", + "integrity": "sha512-McnNiV1l8RYeY8tBgEpuodCC1mLUdbSN+CYBL7kJsJNInOP8UjDDEwdk6Mw60vdLLrr5NHKZhMAOSrR2NZuQ+w==", + "license": "Apache-2.0", + "dependencies": { + "safe-buffer": "^5.0.1" + }, + "engines": { + "node": "*" + } + }, "node_modules/type-check": { "version": "0.4.0", "resolved": "https://registry.npmjs.org/type-check/-/type-check-0.4.0.tgz", @@ -9345,8 +10183,9 @@ "version": "5.9.3", "resolved": "https://registry.npmjs.org/typescript/-/typescript-5.9.3.tgz", "integrity": "sha512-jl1vZzPDinLr9eUt3J/t7V6FgNEw9QjvBPdysz9KfQDD41fQrC2Y4vKQdiaUpFT4bXlb1RHhLpp8wtm6M5TgSw==", - "dev": true, + "devOptional": true, "license": "Apache-2.0", + "peer": true, "bin": { "tsc": "bin/tsc", "tsserver": "bin/tsserver" @@ -9501,6 +10340,12 @@ "react": "^16.8.0 || ^17.0.0 || ^18.0.0 || ^19.0.0" } }, + "node_modules/util-deprecate": { + "version": "1.0.2", + "resolved": "https://registry.npmjs.org/util-deprecate/-/util-deprecate-1.0.2.tgz", + "integrity": "sha512-EPD5q1uXyFxJpCrLnCc1nHnq3gOa6DZBocAIiI2TaSCA7VCJ1UJDMagCzIkXNsUYfD1daK//LTEQ8xiIbrHtcw==", + "license": "MIT" + }, "node_modules/v8-compile-cache-lib": { "version": "3.0.1", "resolved": "https://registry.npmjs.org/v8-compile-cache-lib/-/v8-compile-cache-lib-3.0.1.tgz", @@ -9628,6 +10473,12 @@ "node": ">=0.10.0" } }, + "node_modules/wrappy": { + "version": "1.0.2", + "resolved": "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz", + "integrity": "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ==", + "license": "ISC" + }, "node_modules/ws": { "version": "8.19.0", "resolved": "https://registry.npmjs.org/ws/-/ws-8.19.0.tgz", diff --git a/package.json b/package.json index 5eaef07..21e8e3f 100644 --- a/package.json +++ b/package.json @@ -34,6 +34,7 @@ "@telegram-auth/server": "^1.0.4", "@vercel/analytics": "^1.5.0", "@vercel/speed-insights": "^1.2.0", + "@xenova/transformers": "^2.17.2", "babel-plugin-react-compiler": "^1.0.0", "class-variance-authority": "^0.7.1", "clsx": "^2.1.1", diff --git a/prisma/migrations/20260321141153_add_vector_search/migration.sql b/prisma/migrations/20260321141153_add_vector_search/migration.sql new file mode 100644 index 0000000..f78b6b2 --- /dev/null +++ b/prisma/migrations/20260321141153_add_vector_search/migration.sql @@ -0,0 +1,5 @@ +-- CreateExtension +CREATE EXTENSION IF NOT EXISTS "vector"; + +-- AlterTable +ALTER TABLE "item" ADD COLUMN "item_embedding" vector(384); diff --git a/prisma/schema.prisma b/prisma/schema.prisma index bee858c..86e2761 100644 --- a/prisma/schema.prisma +++ b/prisma/schema.prisma @@ -1,11 +1,13 @@ generator client { - provider = "prisma-client-js" + provider = "prisma-client-js" + previewFeatures = ["postgresqlExtensions"] } datasource db { - provider = "postgresql" - url = env("DATABASE_URL") - directUrl = env("DIRECT_URL") + provider = "postgresql" + url = env("DATABASE_URL") + directUrl = env("DIRECT_URL") + extensions = [vector] } // Authentication & Authorization Models @@ -96,6 +98,7 @@ model Item { itemRemarks String? @map("item_remarks") itemUnloanable Boolean @default(false) @map("item_unloanable") itemExpendable Boolean @default(false) @map("item_expendable") + itemEmbedding Unsupported("vector(384)")? @map("item_embedding") sloc Sloc @relation("ItemSloc", fields: [itemSloc], references: [slocId], onDelete: Cascade, onUpdate: Cascade) ih IH @relation("ItemIH", fields: [itemIh], references: [ihId], onDelete: Cascade, onUpdate: Cascade) loanDetails LoanItemDetail[] diff --git a/scripts/generate-embeddings.ts b/scripts/generate-embeddings.ts new file mode 100644 index 0000000..1193592 --- /dev/null +++ b/scripts/generate-embeddings.ts @@ -0,0 +1,60 @@ +import { PrismaClient } from '@prisma/client'; +import { pipeline } from '@xenova/transformers'; + +const prisma = new PrismaClient(); + +class EmbeddingPipeline { + static task = "feature-extraction" as const; + static model = "Xenova/all-MiniLM-L6-v2"; + static instance: any = null; + + static async getInstance() { + if (this.instance === null) { + this.instance = await pipeline(this.task, this.model); + } + return this.instance; + } +} + +async function generateEmbedding(text: string): Promise { + if (!text || text.trim() === "") return []; + + const extractor = await EmbeddingPipeline.getInstance(); + const output = await extractor(text, { pooling: "mean", normalize: true }); + return Array.from(output.data); +} + +async function main() { + console.log("Fetching items from the database..."); + const items = await prisma.item.findMany(); + + console.log(`Found ${items.length} items. Starting AI vector generation...`); + + for (const item of items) { + // Combine fields to give the AI rich context + const searchableText = `${item.itemDesc} ${item.itemRemarks || ""} ${item.itemSloc} ${item.itemIh}`.trim(); + + const embeddingVector = await generateEmbedding(searchableText); + const vectorString = `[${embeddingVector.join(",")}]`; + + // updates the item with its embedded vector without dropping the column + await prisma.$executeRaw` + UPDATE item + SET item_embedding = ${vectorString}::vector + WHERE item_id = ${item.itemId} + `; + + console.log(`Successfully mapped and updated Item ID: ${item.itemId}`); + } + + console.log("All existing items have been successfully embedded!"); +} + +main() + .catch((e) => { + console.error(e); + process.exit(1); + }) + .finally(async () => { + await prisma.$disconnect(); + }); \ No newline at end of file diff --git a/src/lib/actions/item.ts b/src/lib/actions/item.ts index df8e357..f5ae8cc 100644 --- a/src/lib/actions/item.ts +++ b/src/lib/actions/item.ts @@ -2,7 +2,7 @@ import { revalidatePath } from "next/cache"; import { z } from "zod"; - +import { pipeline } from '@xenova/transformers'; import prisma from "@/lib/prisma"; import { formDataToObject } from "@/lib/utils"; import { @@ -16,6 +16,29 @@ import { uploadImage, deleteImage } from "../storage"; import { getSession } from "@/lib/auth/session"; import { canManageItems } from "@/lib/auth/rbac"; +//creates the instance of the AI +class EmbeddingPipeline { + static task = "feature-extraction" as const; + static model = "Xenova/all-MiniLM-L6-v2"; + static instance: any = null; + + static async getInstance() { + if (this.instance === null) { + this.instance = await pipeline(this.task, this.model); + } + return this.instance; + } +} + +//converts the search text to a vector(384) +export async function generateEmbedding(text: string): Promise { + if (!text || text.trim() === "") return []; + + const extractor = await EmbeddingPipeline.getInstance(); + const output = await extractor(text, { pooling: "mean", normalize: true }); + return Array.from(output.data); +} + /** * Helper to check if the current user has permission to manage items */ @@ -53,8 +76,8 @@ export async function createItem(formData: FormData) { }; } - try { - await prisma.item.create({ +try { + const newItem = await prisma.item.create({ data: { itemDesc: data.itemDesc.trim(), itemSloc: data.itemSloc.trim(), @@ -69,6 +92,18 @@ export async function createItem(formData: FormData) { itemExpendable: data.itemExpendable ?? false, }, }); + + //Generate the embedding from the item's details + const searchableText = `${data.itemDesc} ${data.itemRemarks || ""} ${data.itemSloc} ${data.itemIh}`.trim(); + const embeddingVector = await generateEmbedding(searchableText); + const vectorString = `[${embeddingVector.join(",")}]`; + + await prisma.$executeRaw` + UPDATE item + SET item_embedding = ${vectorString}::vector + WHERE item_id = ${newItem.itemId} + `; + } catch (error) { console.error("Error creating item:", error); @@ -153,6 +188,18 @@ export async function updateItem(itemId: number, formData: FormData) { itemExpendable: data.itemExpendable ?? false, }, }); + + //create new embedded vector + const searchableText = `${data.itemDesc} ${data.itemRemarks || ""} ${data.itemSloc} ${data.itemIh}`.trim(); + const embeddingVector = await generateEmbedding(searchableText); + const vectorString = `[${embeddingVector.join(",")}]`; + + await prisma.$executeRaw` + UPDATE item + SET item_embedding = ${vectorString}::vector + WHERE item_id = ${itemId} + `; + } catch (error) { console.error("Error updating item:", error); @@ -251,30 +298,68 @@ export async function deleteItem(itemId: number) { return { success: true }; } -export async function getItemsPaginated(params: ItemPaginationParams): Promise { +export async function getItemsPaginated(params: { + page: number; + limit: number; + search?: string; + slocId?: string; + ihId?: string; + sort?: string; + asc?: boolean; +}) { try { + const conditions: any[] = []; const skip = (params.page - 1) * params.limit; - // Build where clause for filters with proper typing - const conditions: Prisma.ItemWhereInput[] = []; - + // --- 1. SEARCH LOGIC --- if (params.search) { - const searchConditions: Prisma.ItemWhereInput[] = [ - { itemDesc: { contains: params.search, mode: "insensitive" } }, - { itemRemarks: { contains: params.search, mode: "insensitive" } }, - { sloc: { slocName: { contains: params.search, mode: "insensitive" } } }, - { ih: { ihName: { contains: params.search, mode: "insensitive" } } }, - ]; - - // Only search by itemId if the search string is a valid number - const itemIdNumber = parseInt(params.search, 10); - if (!isNaN(itemIdNumber) && itemIdNumber.toString() === params.search.trim()) { - searchConditions.push({ itemId: { equals: itemIdNumber } }); + try { + const queryVector = await generateEmbedding(params.search); + const vectorString = `[${queryVector.join(",")}]`; + + const semanticResults = await prisma.$queryRaw<{ itemId: number; distance: number }[]>` + SELECT item_id as "itemId", + item_embedding <=> ${vectorString}::vector as distance + FROM item + WHERE item_embedding IS NOT NULL + ORDER BY distance ASC + LIMIT 50 + `; + + // shows the distance of each item in the catalouge to the search result. + // semanticResults.forEach(r => console.log(`ID: ${r.itemId} | Distance: ${r.distance.toFixed(4)}`)); + + //currently an r distance of 0.65 was chosen to determine how close the items to the search result + const aiIds = semanticResults + .filter((r) => r.distance < 0.65) + .map((r) => r.itemId); + + const searchWords = params.search.split(/\s+/).filter((w) => w.length > 1); + let exactIds: number[] = []; + + //If multiple words are used shows the results that are similar to each individual word + if (searchWords.length > 0) { + const exactMatchItems = await prisma.item.findMany({ + where: { + OR: searchWords.map((word) => ({ + itemDesc: { contains: word, mode: 'insensitive' } + })), + }, + select: { itemId: true }, + }); + exactIds = exactMatchItems.map((item) => item.itemId); + } + + //collects the ids that match the exact search result and the semantic search + const combinedIds = Array.from(new Set([...aiIds, ...exactIds])); + if (combinedIds.length === 0) { + conditions.push({ itemId: -1 }); + } else { + conditions.push({ itemId: { in: combinedIds } }); + } + } catch (err) { + console.error("Internal search error:", err); } - - conditions.push({ - OR: searchConditions, - }); } if (params.slocId) { @@ -285,7 +370,6 @@ export async function getItemsPaginated(params: ItemPaginationParams): Promise

0 ? { AND: conditions } : {}; @@ -444,3 +528,4 @@ export async function uploadItemImage(formData: FormData): Promise<{ url: string return { error: "Failed to upload file" }; } } + diff --git a/tsconfig.json b/tsconfig.json index a29dde2..2c24f6f 100644 --- a/tsconfig.json +++ b/tsconfig.json @@ -16,7 +16,7 @@ "moduleResolution": "bundler", "resolveJsonModule": true, "isolatedModules": true, - "jsx": "preserve", + "jsx": "react-jsx", "incremental": true, "plugins": [ { @@ -40,4 +40,4 @@ "exclude": [ "node_modules" ] -} \ No newline at end of file +}