|
| 1 | +--- |
| 2 | +title: Full-text search with Generated Columns |
| 3 | +slug: full-text-search-with-generated-columns |
| 4 | +--- |
| 5 | + |
| 6 | +import Section from "@mdx/Section.astro"; |
| 7 | +import Prerequisites from "@mdx/Prerequisites.astro"; |
| 8 | +import CodeTabs from '@mdx/CodeTabs.astro'; |
| 9 | +import CodeTab from '@mdx/CodeTab.astro'; |
| 10 | + |
| 11 | +<Prerequisites> |
| 12 | +- Get started with [PostgreSQL](/docs/get-started-postgresql) |
| 13 | +- [Select statement](/docs/select) |
| 14 | +- [Indexes](/docs/indexes-constraints#indexes) |
| 15 | +- [sql operator](/docs/sql) |
| 16 | +- [Full-text search](/learn/guides/postgresql-full-text-search) |
| 17 | +- [Generated columns](/docs/generated-columns) |
| 18 | +</Prerequisites> |
| 19 | + |
| 20 | +This guide demonstrates how to implement full-text search in PostgreSQL with Drizzle and generated columns. A generated column is a special column that is always computed from other columns. It is useful because you don't have to compute the value of the column every time you query the table: |
| 21 | + |
| 22 | +<CodeTabs items={["schema.ts", "migration.sql"]}> |
| 23 | + <CodeTab> |
| 24 | + ```ts copy {18,19,20,23} |
| 25 | +import { SQL, sql } from 'drizzle-orm'; |
| 26 | +import { index, pgTable, serial, text, customType } from 'drizzle-orm/pg-core'; |
| 27 | + |
| 28 | +export const tsvector = customType<{ |
| 29 | + data: string; |
| 30 | +}>({ |
| 31 | + dataType() { |
| 32 | + return `tsvector`; |
| 33 | + }, |
| 34 | +}); |
| 35 | + |
| 36 | +export const posts = pgTable( |
| 37 | + 'posts', |
| 38 | + { |
| 39 | + id: serial('id').primaryKey(), |
| 40 | + title: text('title').notNull(), |
| 41 | + body: text('body').notNull(), |
| 42 | + bodySearch: tsvector('body_search') |
| 43 | + .notNull() |
| 44 | + .generatedAlwaysAs((): SQL => sql`to_tsvector('english', ${posts.body})`), |
| 45 | + }, |
| 46 | + (t) => [ |
| 47 | + index('idx_body_search').using('gin', t.bodySearch), |
| 48 | + ] |
| 49 | +); |
| 50 | + ``` |
| 51 | + </CodeTab> |
| 52 | + ```sql |
| 53 | +CREATE TABLE "posts" ( |
| 54 | + "id" serial PRIMARY KEY NOT NULL, |
| 55 | + "title" text NOT NULL, |
| 56 | + "body" text NOT NULL, |
| 57 | + "body_search" "tsvector" GENERATED ALWAYS AS (to_tsvector('english', "posts"."body")) STORED NOT NULL |
| 58 | +); |
| 59 | +--> statement-breakpoint |
| 60 | +CREATE INDEX "idx_body_search" ON "posts" USING gin ("body_search"); |
| 61 | + ``` |
| 62 | +</CodeTabs> |
| 63 | + |
| 64 | +When you insert a row into a table, the value of a generated column is computed from an expression that you provide when you create the column: |
| 65 | + |
| 66 | +<Section> |
| 67 | +```ts |
| 68 | +import { posts } from './schema'; |
| 69 | + |
| 70 | +const db = drizzle(...); |
| 71 | + |
| 72 | +const body = "Golden leaves cover the quiet streets as a crisp breeze fills the air, bringing the scent of rain and the promise of change" |
| 73 | + |
| 74 | +await db.insert(posts).values({ |
| 75 | + body, |
| 76 | + title: "The Beauty of Autumn", |
| 77 | + } |
| 78 | +).returning(); |
| 79 | +``` |
| 80 | + |
| 81 | +```json |
| 82 | +[ |
| 83 | + { |
| 84 | + id: 1, |
| 85 | + title: 'The Beauty of Autumn', |
| 86 | + body: 'Golden leaves cover the quiet streets as a crisp breeze fills the air, bringing the scent of rain and the promise of change', |
| 87 | + bodySearch: "'air':13 'breez':10 'bring':14 'chang':23 'cover':3 'crisp':9 'fill':11 'golden':1 'leav':2 'promis':21 'quiet':5 'rain':18 'scent':16 'street':6" |
| 88 | + } |
| 89 | +] |
| 90 | +``` |
| 91 | +</Section> |
| 92 | + |
| 93 | +This is how you can implement full-text search with generated columns in PostgreSQL with Drizzle ORM. The `@@` operator is used for direct matches: |
| 94 | + |
| 95 | +<Section> |
| 96 | +```ts copy {6} |
| 97 | +const searchParam = "bring"; |
| 98 | + |
| 99 | +await db |
| 100 | + .select() |
| 101 | + .from(posts) |
| 102 | + .where(sql`${posts.bodySearch} @@ to_tsquery('english', ${searchParam})`); |
| 103 | +``` |
| 104 | + |
| 105 | +```sql |
| 106 | +select * from posts where body_search @@ to_tsquery('english', 'bring'); |
| 107 | +``` |
| 108 | +</Section> |
| 109 | + |
| 110 | +This is more advanced schema with a generated column. The `search` column is generated from the `title` and `body` columns and `setweight()` function is used to assign different weights to the columns for full-text search. |
| 111 | +This is typically used to mark entries coming from different parts of a document, such as title versus body. |
| 112 | + |
| 113 | +<CodeTabs items={["schema.ts", "migration.sql"]}> |
| 114 | + <CodeTab> |
| 115 | + ```ts copy {18,19,20,21,22,23,24,28} |
| 116 | +import { SQL, sql } from 'drizzle-orm'; |
| 117 | +import { index, pgTable, serial, text, customType } from 'drizzle-orm/pg-core'; |
| 118 | + |
| 119 | +export const tsvector = customType<{ |
| 120 | + data: string; |
| 121 | +}>({ |
| 122 | + dataType() { |
| 123 | + return `tsvector`; |
| 124 | + }, |
| 125 | +}); |
| 126 | + |
| 127 | +export const posts = pgTable( |
| 128 | + 'posts', |
| 129 | + { |
| 130 | + id: serial('id').primaryKey(), |
| 131 | + title: text('title').notNull(), |
| 132 | + body: text('body').notNull(), |
| 133 | + search: tsvector('search') |
| 134 | + .notNull() |
| 135 | + .generatedAlwaysAs( |
| 136 | + (): SQL => |
| 137 | + sql`setweight(to_tsvector('english', ${posts.title}), 'A') |
| 138 | + || |
| 139 | + setweight(to_tsvector('english', ${posts.body}), 'B')`, |
| 140 | + ), |
| 141 | + }, |
| 142 | + (t) => [ |
| 143 | + index('idx_search').using('gin', t.search), |
| 144 | + ], |
| 145 | +); |
| 146 | + ``` |
| 147 | + </CodeTab> |
| 148 | + ```sql |
| 149 | +CREATE TABLE "posts" ( |
| 150 | + "id" serial PRIMARY KEY NOT NULL, |
| 151 | + "title" text NOT NULL, |
| 152 | + "body" text NOT NULL, |
| 153 | + "search" "tsvector" GENERATED ALWAYS AS (setweight(to_tsvector('english', "posts"."title"), 'A') |
| 154 | + || |
| 155 | + setweight(to_tsvector('english', "posts"."body"), 'B')) STORED NOT NULL |
| 156 | +); |
| 157 | +--> statement-breakpoint |
| 158 | +CREATE INDEX "idx_search" ON "posts" USING gin ("search"); |
| 159 | + ``` |
| 160 | +</CodeTabs> |
| 161 | + |
| 162 | +This is how you can query the table with full-text search: |
| 163 | + |
| 164 | +<Section> |
| 165 | +```ts copy {6} |
| 166 | +const search = 'travel'; |
| 167 | + |
| 168 | +await db |
| 169 | + .select() |
| 170 | + .from(posts) |
| 171 | + .where(sql`${posts.search} @@ to_tsquery('english', ${search})`); |
| 172 | +``` |
| 173 | + |
| 174 | +```sql |
| 175 | +select * from posts where search @@ to_tsquery('english', 'travel'); |
| 176 | +``` |
| 177 | +</Section> |
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