From e9fc758d7302d6a883d515f7cde058c34a36a5cd Mon Sep 17 00:00:00 2001 From: Roger Yang Date: Wed, 23 Apr 2025 21:07:26 -0700 Subject: [PATCH 1/2] chore: add json vs jsonb demo scripts --- .../vignettes/json-jsonb-demo/.eslintrc.cjs | 20 + .../vignettes/json-jsonb-demo/.gitignore | 37 + .../json-jsonb-demo/.prettierrc.json | 3 + .../vignettes/json-jsonb-demo/README.md | 147 + .../vignettes/json-jsonb-demo/package.json | 45 + .../vignettes/json-jsonb-demo/pnpm-lock.yaml | 2555 +++++++++++++++++ .../vignettes/json-jsonb-demo/src/compare.ts | 228 ++ .../json-jsonb-demo/src/config/db-config.ts | 9 + .../vignettes/json-jsonb-demo/src/index.ts | 23 + .../json-jsonb-demo/src/performance.ts | 272 ++ .../json-jsonb-demo/src/query-examples.ts | 136 + .../src/services/db-service.ts | 166 ++ .../json-jsonb-demo/src/types/db.types.ts | 45 + .../vignettes/json-jsonb-demo/tsconfig.json | 21 + 14 files changed, 3707 insertions(+) create mode 100644 internal_docs/vignettes/json-jsonb-demo/.eslintrc.cjs create mode 100644 internal_docs/vignettes/json-jsonb-demo/.gitignore create mode 100644 internal_docs/vignettes/json-jsonb-demo/.prettierrc.json create mode 100644 internal_docs/vignettes/json-jsonb-demo/README.md create mode 100644 internal_docs/vignettes/json-jsonb-demo/package.json create mode 100644 internal_docs/vignettes/json-jsonb-demo/pnpm-lock.yaml create mode 100644 internal_docs/vignettes/json-jsonb-demo/src/compare.ts create mode 100644 internal_docs/vignettes/json-jsonb-demo/src/config/db-config.ts create mode 100644 internal_docs/vignettes/json-jsonb-demo/src/index.ts create mode 100644 internal_docs/vignettes/json-jsonb-demo/src/performance.ts create mode 100644 internal_docs/vignettes/json-jsonb-demo/src/query-examples.ts create mode 100644 internal_docs/vignettes/json-jsonb-demo/src/services/db-service.ts create mode 100644 internal_docs/vignettes/json-jsonb-demo/src/types/db.types.ts create mode 100644 internal_docs/vignettes/json-jsonb-demo/tsconfig.json diff --git a/internal_docs/vignettes/json-jsonb-demo/.eslintrc.cjs b/internal_docs/vignettes/json-jsonb-demo/.eslintrc.cjs new file mode 100644 index 0000000000..b8439d5076 --- /dev/null +++ b/internal_docs/vignettes/json-jsonb-demo/.eslintrc.cjs @@ -0,0 +1,20 @@ +module.exports = { + env: { + node: true, + es2022: true + }, + extends: ['eslint:recommended', 'plugin:@typescript-eslint/recommended'], + parser: '@typescript-eslint/parser', + parserOptions: { + ecmaVersion: 'latest', + sourceType: 'module' + }, + plugins: ['@typescript-eslint'], + rules: { + indent: ['error', 2], + 'linebreak-style': ['error', 'unix'], + quotes: ['error', 'single'], + semi: ['error', 'always'], + 'comma-dangle': ['error', 'never'] + } +}; diff --git a/internal_docs/vignettes/json-jsonb-demo/.gitignore b/internal_docs/vignettes/json-jsonb-demo/.gitignore new file mode 100644 index 0000000000..6abf6d6aa6 --- /dev/null +++ b/internal_docs/vignettes/json-jsonb-demo/.gitignore @@ -0,0 +1,37 @@ +# Node.js dependencies +node_modules/ +package-lock.json +yarn.lock + +# PGlite data files +data/ +*.db +*.sqlite +postgres_socket/ + +# Logs +logs +*.log +npm-debug.log* +yarn-debug.log* +yarn-error.log* + +# Runtime data +pids +*.pid +*.seed +*.pid.lock + +# Environment variables +.env +.env.local +.env.development.local +.env.test.local +.env.production.local + +# Editor directories and files +.idea/ +.vscode/ +*.swp +*.swo +*~ diff --git a/internal_docs/vignettes/json-jsonb-demo/.prettierrc.json b/internal_docs/vignettes/json-jsonb-demo/.prettierrc.json new file mode 100644 index 0000000000..757fd64caa --- /dev/null +++ b/internal_docs/vignettes/json-jsonb-demo/.prettierrc.json @@ -0,0 +1,3 @@ +{ + "trailingComma": "es5" +} diff --git a/internal_docs/vignettes/json-jsonb-demo/README.md b/internal_docs/vignettes/json-jsonb-demo/README.md new file mode 100644 index 0000000000..cc8677275e --- /dev/null +++ b/internal_docs/vignettes/json-jsonb-demo/README.md @@ -0,0 +1,147 @@ +# PostgreSQL JSON vs JSONB Demo + +This project demonstrates the key differences between PostgreSQL's JSON and JSONB data types. The most striking difference is how they handle key ordering: + +``` +Original input: { "z": 26, "a": 1, "m": 13 } + +JSON output: { "z": 26, "a": 1, "m": 13 } | JSONB output: { "a": 1, "m": 13, "z": 26 } +(preserves original order) | (sorts keys alphabetically) +``` + +Here's a real example from our test data: + +``` +Original input order: ['QVZZCJFR', 'DAUFW', 'DXRMYF', 'SEETRJBUU', ...] + +JSON output: { | JSONB output: { + "QVZZCJFR": 8, | "B": 1, + "DAUFW": 5, | "XT": 2, + "DXRMYF": 6, | "RHD": 3, + "SEETRJBUU": 9, | "YPSE": 4, + "YPSE": 4, | "DAUFW": 5, + "DEGAZFI": 7, | "DXRMYF": 6, + "XT": 2, | "DEGAZFI": 7, + "RHD": 3, | "QVZZCJFR": 8, + "B": 1, | "SEETRJBUU": 9, + "JCXSRJOEXE": 10 | "JCXSRJOEXE": 10 +} | } +``` + +JSON preserves your exact input format, while JSONB optimizes for querying by reordering keys lexicographically. This project provides practical examples and performance comparisons to help developers understand when to use each type. + +## Features + +- **Key Order Comparison**: Demonstrates how JSON preserves key order while JSONB sorts keys lexicographically +- **Performance Benchmarks**: Compares insert and query performance between JSON and JSONB +- **Query Capabilities**: Shows various query operations and operators available for both types +- **Index Impact**: Demonstrates the effect of GIN indexing on JSONB queries +- **TypeScript Support**: Fully typed codebase with proper type definitions + +## Prerequisites + +- Node.js (v18 or higher) +- pnpm (v10.2.0 or higher) +- PostgreSQL (v12 or higher) - Optional, as the demo can use PGlite by default + +## Installation + +1. Clone the repository +2. Install dependencies: + ```bash + pnpm install + ``` + +## Configuration + +The project can use either PGlite (in-memory PostgreSQL) or a real PostgreSQL database. Configure this in `src/config/db-config.ts`: + +```typescript +// Set to true to use PGlite, false to use PostgreSQL +export const USE_PGLITE: boolean = true; +``` + +If using PostgreSQL, set the following environment variables or update the defaults in `src/services/db-service.ts`: +- `DB_USER` (default: "postgres") +- `DB_HOST` (default: "localhost") +- `DB_NAME` (default: "json_demo") +- `DB_PASSWORD` (default: "postgres") +- `DB_PORT` (default: "5432") + +## Usage + +Run the following commands to see different aspects of JSON vs JSONB: + +```bash +# Run the main demo (key order comparison) +pnpm start + +# Run performance benchmarks +pnpm run performance + +# Run query examples +pnpm run query + +# Run key order comparison +pnpm run compare +``` + +## Demo Scripts + +1. **compare.ts**: Demonstrates key order preservation differences + - Shows how JSON preserves input key order + - Shows how JSONB reorders keys lexicographically + - Compares storage sizes + +2. **performance.ts**: Benchmarks performance characteristics + - Insert performance comparison + - Query performance comparison + - Index impact on queries + - JSONB-specific operator performance + +3. **query-examples.ts**: Shows query capabilities + - Basic key access + - Nested key access + - Array access + - Filtering + - JSONB-specific operators + +## Key Findings + +### When to use JSON +- When you need to preserve exact document format including whitespace and key order +- For write-heavy operations with minimal querying +- When input validation is more important than query performance + +### When to use JSONB +- When you need frequent querying of the JSON data +- When you need indexing capabilities +- When query performance is critical +- When storage space is a concern +- When key order preservation is not required + +## Development + +- `pnpm run format`: Format code using Prettier +- `pnpm run lint`: Run ESLint +- `pnpm run typecheck`: Run TypeScript type checking + +## Project Structure + +``` +src/ +├── config/ +│ └── db-config.ts # Database configuration +├── services/ +│ └── db-service.ts # Database service with PG/PGlite support +├── types/ +│ └── db.types.ts # TypeScript type definitions +├── compare.ts # Key order comparison demo +├── performance.ts # Performance benchmarks +├── query-examples.ts # Query capabilities demo +└── index.ts # Main entry point +``` + +## License + +MIT diff --git a/internal_docs/vignettes/json-jsonb-demo/package.json b/internal_docs/vignettes/json-jsonb-demo/package.json new file mode 100644 index 0000000000..bb6a312e38 --- /dev/null +++ b/internal_docs/vignettes/json-jsonb-demo/package.json @@ -0,0 +1,45 @@ +{ + "name": "pglite-json-jsonb-demo", + "version": "1.0.0", + "description": "Demonstration of PostgreSQL JSON vs JSONB storage behavior using PGlite or PostgreSQL", + "main": "src/index.ts", + "type": "module", + "scripts": { + "start": "node --import 'data:text/javascript,import { register } from \"node:module\"; import { pathToFileURL } from \"node:url\"; register(\"ts-node/esm\", pathToFileURL(\"./\"));' --no-warnings src/index.ts", + "compare": "node --import 'data:text/javascript,import { register } from \"node:module\"; import { pathToFileURL } from \"node:url\"; register(\"ts-node/esm\", pathToFileURL(\"./\"));' --no-warnings src/compare.ts", + "performance": "node --import 'data:text/javascript,import { register } from \"node:module\"; import { pathToFileURL } from \"node:url\"; register(\"ts-node/esm\", pathToFileURL(\"./\"));' --no-warnings src/performance.ts", + "query": "node --import 'data:text/javascript,import { register } from \"node:module\"; import { pathToFileURL } from \"node:url\"; register(\"ts-node/esm\", pathToFileURL(\"./\"));' --no-warnings src/query-examples.ts", + "format": "prettier --write \"src/**/*.ts\"", + "lint": "eslint \"src/**/*.ts\"", + "typecheck": "tsc --noEmit", + "test": "echo \"Error: no test specified\" && exit 1" + }, + "keywords": [ + "postgresql", + "json", + "jsonb", + "pglite", + "database" + ], + "author": "", + "license": "MIT", + "dependencies": { + "@electric-sql/pglite": "latest" + }, + "devDependencies": { + "@types/node": "^22.5.4", + "@types/pg": "^8.11.14", + "@typescript-eslint/eslint-plugin": "^7.16.1", + "@typescript-eslint/parser": "^7.16.1", + "eslint": "^8.57.0", + "eslint-plugin-import": "^2.29.1", + "pg": "^8.11.3", + "prettier": "^3.1.0", + "ts-node": "^10.9.2", + "typescript": "~5.4.5" + }, + "packageManager": "pnpm@10.2.0", + "optionalDependencies": { + "pg": "^8.11.3" + } +} \ No newline at end of file diff --git a/internal_docs/vignettes/json-jsonb-demo/pnpm-lock.yaml b/internal_docs/vignettes/json-jsonb-demo/pnpm-lock.yaml new file mode 100644 index 0000000000..d73fb01818 --- /dev/null +++ b/internal_docs/vignettes/json-jsonb-demo/pnpm-lock.yaml @@ -0,0 +1,2555 @@ +lockfileVersion: '9.0' + +settings: + autoInstallPeers: true + excludeLinksFromLockfile: false + +importers: + + .: + dependencies: + 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'@tsconfig/node14': 1.0.3 + '@tsconfig/node16': 1.0.4 + '@types/node': 22.14.1 + acorn: 8.14.1 + acorn-walk: 8.3.4 + arg: 4.1.3 + create-require: 1.1.1 + diff: 4.0.2 + make-error: 1.3.6 + typescript: 5.4.5 + v8-compile-cache-lib: 3.0.1 + yn: 3.1.1 + + tsconfig-paths@3.15.0: + dependencies: + '@types/json5': 0.0.29 + json5: 1.0.2 + minimist: 1.2.8 + strip-bom: 3.0.0 + + type-check@0.4.0: + dependencies: + prelude-ls: 1.2.1 + + type-fest@0.20.2: {} + + typed-array-buffer@1.0.3: + dependencies: + call-bound: 1.0.4 + es-errors: 1.3.0 + is-typed-array: 1.1.15 + + typed-array-byte-length@1.0.3: + dependencies: + call-bind: 1.0.8 + for-each: 0.3.5 + gopd: 1.2.0 + has-proto: 1.2.0 + is-typed-array: 1.1.15 + + typed-array-byte-offset@1.0.4: + dependencies: + available-typed-arrays: 1.0.7 + call-bind: 1.0.8 + for-each: 0.3.5 + gopd: 1.2.0 + has-proto: 1.2.0 + is-typed-array: 1.1.15 + reflect.getprototypeof: 1.0.10 + + typed-array-length@1.0.7: + dependencies: + call-bind: 1.0.8 + for-each: 0.3.5 + gopd: 1.2.0 + is-typed-array: 1.1.15 + possible-typed-array-names: 1.1.0 + reflect.getprototypeof: 1.0.10 + + typescript@5.4.5: {} + + unbox-primitive@1.1.0: + dependencies: + call-bound: 1.0.4 + has-bigints: 1.1.0 + has-symbols: 1.1.0 + which-boxed-primitive: 1.1.1 + + undici-types@6.21.0: {} + + uri-js@4.4.1: + dependencies: + punycode: 2.3.1 + + v8-compile-cache-lib@3.0.1: {} + + which-boxed-primitive@1.1.1: + dependencies: + is-bigint: 1.1.0 + is-boolean-object: 1.2.2 + is-number-object: 1.1.1 + is-string: 1.1.1 + is-symbol: 1.1.1 + + which-builtin-type@1.2.1: + dependencies: + call-bound: 1.0.4 + function.prototype.name: 1.1.8 + has-tostringtag: 1.0.2 + is-async-function: 2.1.1 + is-date-object: 1.1.0 + is-finalizationregistry: 1.1.1 + is-generator-function: 1.1.0 + is-regex: 1.2.1 + is-weakref: 1.1.1 + isarray: 2.0.5 + which-boxed-primitive: 1.1.1 + which-collection: 1.0.2 + which-typed-array: 1.1.19 + + which-collection@1.0.2: + dependencies: + is-map: 2.0.3 + is-set: 2.0.3 + is-weakmap: 2.0.2 + is-weakset: 2.0.4 + + which-typed-array@1.1.19: + dependencies: + available-typed-arrays: 1.0.7 + call-bind: 1.0.8 + call-bound: 1.0.4 + for-each: 0.3.5 + get-proto: 1.0.1 + gopd: 1.2.0 + has-tostringtag: 1.0.2 + + which@2.0.2: + dependencies: + isexe: 2.0.0 + + word-wrap@1.2.5: {} + + wrappy@1.0.2: {} + + xtend@4.0.2: + optional: true + + yn@3.1.1: {} + + yocto-queue@0.1.0: {} diff --git a/internal_docs/vignettes/json-jsonb-demo/src/compare.ts b/internal_docs/vignettes/json-jsonb-demo/src/compare.ts new file mode 100644 index 0000000000..e174eb89d9 --- /dev/null +++ b/internal_docs/vignettes/json-jsonb-demo/src/compare.ts @@ -0,0 +1,228 @@ +/** + * Key Order Comparison Demo: JSON vs JSONB + * + * This script demonstrates how JSON and JSONB differ in key ordering behavior: + * - JSON preserves the exact order of keys as provided in the input + * - JSONB stores keys in a sorted lexicographical order + */ +import dbService from "./services/db-service.js"; + +interface ComparisonResult { + id: number; + document_json: Record; + document_jsonb: Record; +} + +interface StorageInfo { + json_size: number; + jsonb_size: number; +} + +/** + * Generate a random uppercase string of specified length + * @param {number} length - The length of the string to generate + * @returns {string} A random uppercase string of the specified length + */ +function generateRandomUppercaseString(length: number): string { + const characters = "ABCDEFGHIJKLMNOPQRSTUVWXYZ"; + let result = ""; + for (let i = 0; i < length; i++) { + result += characters.charAt(Math.floor(Math.random() * characters.length)); + } + return result; +} + +/** + * Fisher-Yates shuffle algorithm to randomize the order of keys + * This helps demonstrate the key ordering behavior in JSON vs JSONB + */ +function shuffle(array: T[]): T[] { + let currentIndex = array.length; + let randomIndex; + + // While there remain elements to shuffle + while (currentIndex != 0) { + // Pick a remaining element + randomIndex = Math.floor(Math.random() * currentIndex); + currentIndex--; + + // And swap it with the current element + [array[currentIndex], array[randomIndex]] = [ + array[randomIndex], + array[currentIndex], + ]; + } + + return array; +} + +async function main(): Promise { + try { + // Initialize the database service + await dbService.initialize(); + + // First, let's check if the table already exists and drop it to start fresh + await dbService.query("DROP TABLE IF EXISTS json_comparison;"); + + // Create a table with JSON and JSONB columns using descriptive names + await dbService.query(` + CREATE TABLE json_comparison ( + id SERIAL PRIMARY KEY, + document_json JSON, + document_jsonb JSONB + ); + `); + console.log( + "Created table with document_json (JSON) and document_jsonb (JSONB) columns" + ); + + // Create keys with random uppercase characters of increasing lengths from 1 to 10 + const keys: string[] = []; + for (let i = 1; i <= 10; i++) { + keys.push(generateRandomUppercaseString(i)); + } + + // Shuffle the keys using Fisher-Yates algorithm + const shuffledKeys = shuffle([...keys]); + + // Create the dictionary with shuffled keys + // JavaScript objects maintain insertion order for non-numeric keys in modern JS engines + const randomDict: Record = {}; + for (const key of shuffledKeys) { + randomDict[key] = key.length; // Value is the length of the key + } + + // Log the original order of keys (before JSON stringification) + console.log("Original key order after shuffle:", shuffledKeys); + console.log("Original dictionary:", randomDict); + + // Convert the dictionary to a JSON string for database insertion + // Note: We need to stringify since database drivers require JSON as string + const jsonString = JSON.stringify(randomDict); + console.log("JSON string to insert:", jsonString); + + // Insert the same data into both JSON and JSONB columns + await dbService.query( + ` + INSERT INTO json_comparison (document_json, document_jsonb) + VALUES ($1, $2); + `, + [jsonString, jsonString] + ); + console.log( + "Data inserted into both document_json and document_jsonb columns" + ); + + // Query to get the data back from the database + const result = await dbService.query( + "SELECT id, document_json, document_jsonb FROM json_comparison;" + ); + + // Print the document_json and document_jsonb values with proper JSON formatting + if (result.rows && result.rows.length > 0) { + // ---- JSON Output ---- + console.log("\ndocument_json (JSON):"); + console.log(JSON.stringify(result.rows[0].document_json, null, 2)); + + // ---- JSONB Output ---- + console.log("\ndocument_jsonb (JSONB):"); + console.log(JSON.stringify(result.rows[0].document_jsonb, null, 2)); + + // ---- Key Order Comparison ---- + // This clearly demonstrates one of the main differences between JSON and JSONB + console.log("\nKey order comparison:"); + console.log("Original keys order:", shuffledKeys); + console.log( + "JSON keys order:", + Object.keys(result.rows[0].document_json) + ); + console.log( + "JSONB keys order:", + Object.keys(result.rows[0].document_jsonb) + ); + + // ---- Results Analysis ---- + console.log("\nAnalysis of Results:"); + + // Check if JSON preserves the original order + const jsonKeysOrder = Object.keys(result.rows[0].document_json); + const jsonOrderMatches = + JSON.stringify(jsonKeysOrder) === JSON.stringify(shuffledKeys); + console.log(`1. JSON preserves original key order: ${jsonOrderMatches}`); + + // Check if JSONB sorts the keys + const jsonbKeysOrder = Object.keys(result.rows[0].document_jsonb); + const jsonbOrderDiffers = + JSON.stringify(jsonbKeysOrder) !== JSON.stringify(shuffledKeys); + console.log( + `2. JSONB reorders keys (does not preserve original order): ${jsonbOrderDiffers}` + ); + + // Check if JSONB specifically sorts lexicographically + const sortedKeys = [...shuffledKeys].sort(); + const jsonbLexicographical = + JSON.stringify(jsonbKeysOrder) === JSON.stringify(sortedKeys); + console.log( + `3. JSONB sorts keys lexicographically: ${jsonbLexicographical}` + ); + + // Check storage size differences + const storageInfo = await dbService.query(` + SELECT + pg_column_size(document_json) AS json_size, + pg_column_size(document_jsonb) AS jsonb_size + FROM json_comparison; + `); + + if (storageInfo.rows && storageInfo.rows.length > 0) { + console.log("\nStorage size comparison:"); + console.log(`JSON column size: ${storageInfo.rows[0].json_size} bytes`); + console.log( + `JSONB column size: ${storageInfo.rows[0].jsonb_size} bytes` + ); + + const sizeDiff = + storageInfo.rows[0].json_size - storageInfo.rows[0].jsonb_size; + if (sizeDiff > 0) { + console.log( + `JSONB uses ${sizeDiff} bytes less storage (${((sizeDiff / storageInfo.rows[0].json_size) * 100).toFixed(2)}% smaller)` + ); + } else if (sizeDiff < 0) { + console.log( + `JSON uses ${-sizeDiff} bytes less storage (${((-sizeDiff / storageInfo.rows[0].jsonb_size) * 100).toFixed(2)}% smaller)` + ); + } else { + console.log("Both formats use the same amount of storage"); + } + } + + console.log(` +When to use JSON vs JSONB: + +- Use JSON when: + * You need to preserve exact document format including whitespace and key order + * The data is write-heavy with minimal querying + * Input validation is more important than query performance + +- Use JSONB when: + * You need to query the JSON data frequently + * You need indexing capabilities + * You need better query performance + * Storage space is a concern + * Key order preservation is not required +`); + } else { + console.log("No results found or unexpected result structure"); + } + + // Close the database connection + await dbService.close(); + } catch (error) { + console.error("Error in comparison demo:", error); + // Make sure to close the connection in case of error + await dbService.close(); + } +} + +// Run the main function +main(); diff --git a/internal_docs/vignettes/json-jsonb-demo/src/config/db-config.ts b/internal_docs/vignettes/json-jsonb-demo/src/config/db-config.ts new file mode 100644 index 0000000000..aeccd64891 --- /dev/null +++ b/internal_docs/vignettes/json-jsonb-demo/src/config/db-config.ts @@ -0,0 +1,9 @@ +/** + * Database configuration + * + * This module provides configuration for database connections. + * Modify this file to switch between PGlite and a real PostgreSQL database. + */ + +// Set to true to use PGlite, false to use PostgreSQL +export const USE_PGLITE: boolean = true; diff --git a/internal_docs/vignettes/json-jsonb-demo/src/index.ts b/internal_docs/vignettes/json-jsonb-demo/src/index.ts new file mode 100644 index 0000000000..0d14b439b7 --- /dev/null +++ b/internal_docs/vignettes/json-jsonb-demo/src/index.ts @@ -0,0 +1,23 @@ +/** + * Main entry point for the JSON vs JSONB demonstration + */ +import { USE_PGLITE } from "./config/db-config.js"; + +console.log("PostgreSQL JSON vs JSONB Demo"); +console.log("============================="); +console.log( + "This demonstration showcases the differences between PostgreSQL's JSON and JSONB data types." +); +console.log( + `Using database backend: ${USE_PGLITE ? "PGlite (in-memory)" : "PostgreSQL"}` +); +console.log("\nTo run specific demos:"); +console.log("- pnpm run compare (Key order comparison)"); +console.log("- pnpm run performance (Performance benchmarks)"); +console.log("- pnpm run query (Query capabilities examples)"); +console.log("\nRunning main key order comparison demo...\n"); + +// Import and run the key comparison demo +import("./compare.js").catch((err) => { + console.error("Error running comparison demo:", err); +}); diff --git a/internal_docs/vignettes/json-jsonb-demo/src/performance.ts b/internal_docs/vignettes/json-jsonb-demo/src/performance.ts new file mode 100644 index 0000000000..ccad0b6d4e --- /dev/null +++ b/internal_docs/vignettes/json-jsonb-demo/src/performance.ts @@ -0,0 +1,272 @@ +/** + * Performance Comparison: JSON vs JSONB + * + * This script demonstrates the performance differences between JSON and JSONB columns: + * - Insert performance + * - Query performance + * - Index impact on query performance + */ +import dbService from "./services/db-service.js"; + +/** + * Function to measure execution time + * @param {Function} fn - The function to measure + * @returns {Promise} Execution time in milliseconds + */ +async function measureExecutionTime(fn: () => Promise): Promise { + const start = process.hrtime.bigint(); + await fn(); + const end = process.hrtime.bigint(); + return Number(end - start) / 1_000_000; // Convert to milliseconds +} + +/** + * Function to run and display a performance test + * @param {string} name - The name/description of the test + * @param {Function} testFn - The test function to execute + */ +async function runPerformanceTest( + name: string, + testFn: () => Promise +): Promise { + console.log(`\n--- ${name} ---`); + const executionTime = await measureExecutionTime(testFn); + console.log(`Execution time: ${executionTime.toFixed(2)}ms`); + return executionTime; +} + +async function main(): Promise { + try { + // Initialize the database service + await dbService.initialize(); + + // First, let's check if the table already exists and drop it to start fresh + await dbService.query("DROP TABLE IF EXISTS performance_test;"); + + // Create a table with JSON and JSONB columns + await dbService.query(` + CREATE TABLE performance_test ( + id SERIAL PRIMARY KEY, + data_json JSON, + data_jsonb JSONB + ); + `); + console.log( + "Created table with data_json (JSON) and data_jsonb (JSONB) columns" + ); + + // Generate sample data + const sampleData = { + user: { + name: "John Doe", + email: "john@example.com", + address: { + street: "123 Main St", + city: "Boston", + country: "USA", + }, + roles: ["admin", "user", "editor"], + preferences: { + theme: "dark", + language: "en", + notifications: true, + }, + stats: { + logins: 42, + last_active: "2024-03-15", + }, + }, + metadata: { + version: "1.0.0", + created_at: "2024-01-01", + updated_at: "2024-03-15", + }, + }; + + // Convert to JSON string for insertion + const jsonString = JSON.stringify(sampleData); + + // Test 1: Insert Performance + console.log("\n----- INSERT PERFORMANCE -----"); + + // Insert into JSON column + const jsonInsertTime = await runPerformanceTest( + "Insert into JSON column", + async () => { + for (let i = 0; i < 1000; i++) { + await dbService.query( + "INSERT INTO performance_test (data_json) VALUES ($1)", + [jsonString] + ); + } + } + ); + + // Insert into JSONB column + const jsonbInsertTime = await runPerformanceTest( + "Insert into JSONB column", + async () => { + for (let i = 0; i < 1000; i++) { + await dbService.query( + "INSERT INTO performance_test (data_jsonb) VALUES ($1)", + [jsonString] + ); + } + } + ); + + console.log( + `\nInsert Performance Summary: + JSON: ${jsonInsertTime.toFixed(2)}ms + JSONB: ${jsonbInsertTime.toFixed(2)}ms + Difference: ${(((jsonbInsertTime - jsonInsertTime) / jsonInsertTime) * 100).toFixed(2)}%` + ); + + // Test 2: Query Performance + console.log("\n----- QUERY PERFORMANCE -----"); + + // Query JSON column + const jsonQueryTime = await runPerformanceTest( + "Query JSON column (no index)", + async () => { + for (let i = 0; i < 100; i++) { + await dbService.query(` + SELECT * FROM performance_test + WHERE data_json->'user'->>'name' = 'John Doe' + `); + } + } + ); + + // Query JSONB column + const jsonbQueryTime = await runPerformanceTest( + "Query JSONB column (no index)", + async () => { + for (let i = 0; i < 100; i++) { + await dbService.query(` + SELECT * FROM performance_test + WHERE data_jsonb->'user'->>'name' = 'John Doe' + `); + } + } + ); + + console.log( + `\nQuery Performance Summary (no index): + JSON: ${jsonQueryTime.toFixed(2)}ms + JSONB: ${jsonbQueryTime.toFixed(2)}ms + Difference: ${(((jsonbQueryTime - jsonQueryTime) / jsonQueryTime) * 100).toFixed(2)}%` + ); + + // Test 3: Index Impact + console.log("\n----- INDEX IMPACT -----"); + + // Create GIN index on JSONB column + await runPerformanceTest("Create GIN index on JSONB column", async () => { + await dbService.query(` + CREATE INDEX idx_performance_test_jsonb + ON performance_test USING GIN (data_jsonb); + `); + }); + + // Query JSONB column with index + const jsonbQueryWithIndexTime = await runPerformanceTest( + "Query JSONB column (with GIN index)", + async () => { + for (let i = 0; i < 100; i++) { + await dbService.query(` + SELECT * FROM performance_test + WHERE data_jsonb->'user'->>'name' = 'John Doe' + `); + } + } + ); + + console.log( + `\nQuery Performance Summary (with GIN index): + JSON (no index): ${jsonQueryTime.toFixed(2)}ms + JSONB (no index): ${jsonbQueryTime.toFixed(2)}ms + JSONB (with index): ${jsonbQueryWithIndexTime.toFixed(2)}ms + Improvement: ${(((jsonbQueryTime - jsonbQueryWithIndexTime) / jsonbQueryTime) * 100).toFixed(2)}%` + ); + + // Test 4: JSONB-specific operators performance + console.log("\n----- JSONB-SPECIFIC OPERATORS PERFORMANCE -----"); + + // Query using containment operator + const jsonbContainmentTime = await runPerformanceTest( + "Query using JSONB containment operator @>", + async () => { + for (let i = 0; i < 100; i++) { + await dbService.query(` + SELECT * FROM performance_test + WHERE data_jsonb->'user'->'preferences' @> '{"theme": "dark"}' + `); + } + } + ); + + // Query using exists operator + const jsonbExistsTime = await runPerformanceTest( + "Query using JSONB exists operator ?", + async () => { + for (let i = 0; i < 100; i++) { + await dbService.query(` + SELECT * FROM performance_test + WHERE data_jsonb->'metadata' ? 'version' + `); + } + } + ); + + console.log( + `\nJSONB-specific Operators Performance Summary: + Containment (@>): ${jsonbContainmentTime.toFixed(2)}ms + Exists (?): ${jsonbExistsTime.toFixed(2)}ms` + ); + + console.log(` +\n----- Performance Comparison Summary ----- + +1. Insert Performance: + ✓ JSON is generally faster for inserts + ✓ JSONB requires additional processing (validation and binary conversion) + +2. Query Performance (no index): + ✓ JSONB is generally faster for queries + ✓ JSONB's binary format is more efficient to process + +3. Index Impact: + ✓ JSONB supports GIN indexing + ✓ GIN indexes significantly improve query performance + ✓ JSON does not support indexing + +4. JSONB-specific Operators: + ✓ Containment (@>) and exists (?) operators are efficient + ✓ These operators are not available for JSON + +Recommendation: +- Use JSON when: + * Insert performance is critical + * You need to preserve exact format and key order + * You don't need complex queries or indexing + +- Use JSONB when: + * Query performance is critical + * You need to use JSONB-specific operators + * You need to create indexes on JSON data + * Storage space is a concern + * You don't need to preserve key order +`); + + // Close the database connection + await dbService.close(); + } catch (error) { + console.error("Error in performance demo:", error); + // Make sure to close the connection in case of error + await dbService.close(); + } +} + +// Run the main function +main(); diff --git a/internal_docs/vignettes/json-jsonb-demo/src/query-examples.ts b/internal_docs/vignettes/json-jsonb-demo/src/query-examples.ts new file mode 100644 index 0000000000..fedfd27587 --- /dev/null +++ b/internal_docs/vignettes/json-jsonb-demo/src/query-examples.ts @@ -0,0 +1,136 @@ +/** + * Query Examples: Demonstrating JSON vs JSONB operators + * + * This script shows: + * 1. Basic queries that work with both JSON and JSONB + * 2. JSONB-specific operators that don't work with JSON + * 3. Error cases when trying to use JSONB operators with JSON + */ +import dbService from "./services/db-service.js"; + +async function main(): Promise { + try { + // Initialize the database service + await dbService.initialize(); + + // Drop existing table if it exists + await dbService.query("DROP TABLE IF EXISTS json_operators;"); + + // Create a table with both JSON and JSONB columns + await dbService.query(` + CREATE TABLE json_operators ( + id SERIAL PRIMARY KEY, + data_json JSON, + data_jsonb JSONB + ); + `); + console.log("Created table with JSON and JSONB columns"); + + // Sample data + const sampleData = { + name: "John Doe", + age: 30, + preferences: { + theme: "dark", + notifications: true, + }, + }; + + // Insert the same data into both columns + await dbService.query( + `INSERT INTO json_operators (data_json, data_jsonb) + VALUES ($1::json, $1::jsonb)`, + [JSON.stringify(sampleData)] + ); + console.log("Inserted sample data into both columns"); + + console.log( + "\n----- ERROR DEMONSTRATION: JSONB-SPECIFIC OPERATORS WITH JSON -----" + ); + console.log( + "Attempting to use JSONB operators on both JSON and JSONB columns...\n" + ); + + // 1. Containment operator (@>) + console.log("1. Testing containment operator (@>):"); + try { + await dbService.query(` + SELECT * FROM json_operators + WHERE data_json @> '{"preferences": {"theme": "dark"}}'::jsonb; + `); + } catch (error: any) { + console.log("JSON column error:", error.message); + } + + const jsonbResult = await dbService.query(` + SELECT * FROM json_operators + WHERE data_jsonb @> '{"preferences": {"theme": "dark"}}'::jsonb; + `); + console.log( + "JSONB column success:", + jsonbResult.rows.length > 0 ? "Match found" : "No match" + ); + + // 2. Existence operator (?) + console.log("\n2. Testing existence operator (?):"); + try { + await dbService.query(` + SELECT * FROM json_operators + WHERE data_json ? 'name'; + `); + } catch (error: any) { + console.log("JSON column error:", error.message); + } + + const jsonbExistsResult = await dbService.query(` + SELECT * FROM json_operators + WHERE data_jsonb ? 'name'; + `); + console.log( + "JSONB column success:", + jsonbExistsResult.rows.length > 0 ? "Key exists" : "Key not found" + ); + + // 3. Path exists operator (?|) + console.log("\n3. Testing path exists operator (?|):"); + try { + await dbService.query(` + SELECT * FROM json_operators + WHERE data_json ?| array['name', 'age']; + `); + } catch (error: any) { + console.log("JSON column error:", error.message); + console.log( + " This error is expected because the ?| operator is JSONB-specific and cannot be used with JSON columns." + ); + console.log( + " The error demonstrates a key difference between JSON and JSONB in PostgreSQL." + ); + } + + const jsonbPathResult = await dbService.query(` + SELECT * FROM json_operators + WHERE data_jsonb ?| array['name', 'age']; + `); + console.log( + "JSONB column success:", + jsonbPathResult.rows.length > 0 ? "Paths exist" : "Paths not found" + ); + + console.log("\nSummary of JSONB vs JSON Operator Support:"); + console.log("✓ JSONB supports special operators like @>, ?, ?|, etc."); + console.log("✗ JSON does not support these operators"); + console.log( + "✗ Attempting to use JSONB operators with JSON will raise an error" + ); + console.log( + "\nRecommendation: Use JSONB when you need to use these powerful operators for querying JSON data." + ); + } catch (error) { + console.error("Error:", error); + } finally { + await dbService.close(); + } +} + +main(); diff --git a/internal_docs/vignettes/json-jsonb-demo/src/services/db-service.ts b/internal_docs/vignettes/json-jsonb-demo/src/services/db-service.ts new file mode 100644 index 0000000000..5a5d484fa3 --- /dev/null +++ b/internal_docs/vignettes/json-jsonb-demo/src/services/db-service.ts @@ -0,0 +1,166 @@ +import { Pool, QueryResult, QueryResultRow } from "pg"; +import { User, Product, Order } from "../types/db.types.js"; +import { USE_PGLITE } from "../config/db-config.js"; +import { PGlite } from "@electric-sql/pglite"; + +interface PGliteResult { + rows: any[]; +} + +class DatabaseService { + private pool: Pool | PGlite; + private isPGlite: boolean; + + constructor() { + this.isPGlite = USE_PGLITE; + if (this.isPGlite) { + this.pool = new PGlite(); + } else { + this.pool = new Pool({ + user: process.env.DB_USER || "postgres", + host: process.env.DB_HOST || "localhost", + database: process.env.DB_NAME || "json_demo", + password: process.env.DB_PASSWORD || "postgres", + port: parseInt(process.env.DB_PORT || "5432", 10), + }); + } + } + + async initialize(): Promise { + try { + if (this.isPGlite) { + await (this.pool as PGlite).query("SELECT 1"); + console.log("PGlite initialized"); + } else { + await (this.pool as Pool).connect(); + console.log("Successfully connected to PostgreSQL"); + } + } catch (error) { + console.error("Error initializing database:", error); + throw error; + } + } + + async query( + sql: string, + params?: any[] + ): Promise> { + try { + if (this.isPGlite) { + const result = (await (this.pool as PGlite).query( + sql, + params + )) as PGliteResult; + return { + rows: result.rows as T[], + command: "", + rowCount: result.rows.length, + oid: 0, + fields: [], + }; + } else { + return await (this.pool as Pool).query(sql, params); + } + } catch (error) { + console.error("Error executing query:", error); + throw error; + } + } + + async createTables(): Promise { + const createTablesSQL = ` + CREATE TABLE IF NOT EXISTS users ( + id SERIAL PRIMARY KEY, + name VARCHAR(100) NOT NULL, + email VARCHAR(100) UNIQUE NOT NULL, + metadata JSONB DEFAULT '{}', + preferences JSONB DEFAULT '{"theme": "light", "notifications": true, "language": "en"}' + ); + + CREATE TABLE IF NOT EXISTS products ( + id SERIAL PRIMARY KEY, + name VARCHAR(100) NOT NULL, + price DECIMAL(10,2) NOT NULL, + attributes JSONB DEFAULT '{}', + tags JSONB DEFAULT '[]' + ); + + CREATE TABLE IF NOT EXISTS orders ( + id SERIAL PRIMARY KEY, + user_id INTEGER REFERENCES users(id), + items JSONB NOT NULL, + status VARCHAR(50) NOT NULL, + shipping_address JSONB NOT NULL + ); + `; + + try { + await this.query(createTablesSQL); + console.log("Tables created successfully"); + } catch (error) { + console.error("Error creating tables:", error); + throw error; + } + } + + async insertUser(user: Omit): Promise { + const sql = ` + INSERT INTO users (name, email, metadata, preferences) + VALUES ($1, $2, $3, $4) + RETURNING * + `; + const result = await this.query(sql, [ + user.name, + user.email, + user.metadata, + user.preferences, + ]); + return result.rows[0]; + } + + async insertProduct(product: Omit): Promise { + const sql = ` + INSERT INTO products (name, price, attributes, tags) + VALUES ($1, $2, $3, $4) + RETURNING * + `; + const result = await this.query(sql, [ + product.name, + product.price, + product.attributes, + product.tags, + ]); + return result.rows[0]; + } + + async insertOrder(order: Omit): Promise { + const sql = ` + INSERT INTO orders (user_id, items, status, shipping_address) + VALUES ($1, $2, $3, $4) + RETURNING * + `; + const result = await this.query(sql, [ + order.user_id, + order.items, + order.status, + order.shipping_address, + ]); + return result.rows[0]; + } + + async close(): Promise { + try { + if (this.isPGlite) { + await (this.pool as PGlite).close(); + } else { + await (this.pool as Pool).end(); + } + console.log("Database connection closed"); + } catch (error) { + console.error("Error closing database connection:", error); + throw error; + } + } +} + +export default new DatabaseService(); diff --git a/internal_docs/vignettes/json-jsonb-demo/src/types/db.types.ts b/internal_docs/vignettes/json-jsonb-demo/src/types/db.types.ts new file mode 100644 index 0000000000..8027443465 --- /dev/null +++ b/internal_docs/vignettes/json-jsonb-demo/src/types/db.types.ts @@ -0,0 +1,45 @@ +/** + * Type definitions for database models + */ + +export interface User { + id: number; + name: string; + email: string; + metadata: Record; + preferences: { + theme: string; + notifications: boolean; + language: string; + }; +} + +export interface Product { + id: number; + name: string; + price: number; + attributes: { + color?: string; + size?: string; + weight?: number; + [key: string]: any; + }; + tags: string[]; +} + +export interface Order { + id: number; + user_id: number; + items: Array<{ + product_id: number; + quantity: number; + price: number; + }>; + status: string; + shipping_address: { + street: string; + city: string; + country: string; + postal_code: string; + }; +} diff --git a/internal_docs/vignettes/json-jsonb-demo/tsconfig.json b/internal_docs/vignettes/json-jsonb-demo/tsconfig.json new file mode 100644 index 0000000000..c1bd61d465 --- /dev/null +++ b/internal_docs/vignettes/json-jsonb-demo/tsconfig.json @@ -0,0 +1,21 @@ +{ + "compilerOptions": { + "target": "ES2022", + "module": "ESNext", + "moduleResolution": "NodeNext", + "esModuleInterop": true, + "strict": true, + "skipLibCheck": true, + "forceConsistentCasingInFileNames": true, + "resolveJsonModule": true, + "isolatedModules": true, + "noEmit": true, + "outDir": "dist", + "baseUrl": ".", + "paths": { + "*": ["node_modules/*"] + } + }, + "include": ["src/**/*"], + "exclude": ["node_modules", "dist"] +} From b9053684e879b4ed83e9c993dc10d3c7614fa752 Mon Sep 17 00:00:00 2001 From: Roger Yang Date: Wed, 23 Apr 2025 21:14:54 -0700 Subject: [PATCH 2/2] clean up --- internal_docs/vignettes/json-jsonb-demo/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/internal_docs/vignettes/json-jsonb-demo/README.md b/internal_docs/vignettes/json-jsonb-demo/README.md index cc8677275e..e408eb4084 100644 --- a/internal_docs/vignettes/json-jsonb-demo/README.md +++ b/internal_docs/vignettes/json-jsonb-demo/README.md @@ -14,7 +14,7 @@ Here's a real example from our test data: ``` Original input order: ['QVZZCJFR', 'DAUFW', 'DXRMYF', 'SEETRJBUU', ...] -JSON output: { | JSONB output: { +JSON output: { | JSONB output: { "QVZZCJFR": 8, | "B": 1, "DAUFW": 5, | "XT": 2, "DXRMYF": 6, | "RHD": 3,