feat(docs): Expand README with detailed usage/examples, update test runner and test script, and pin/bump dependencies
This commit is contained in:
@@ -1,5 +1,13 @@
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# Changelog
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# Changelog
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## 2025-08-28 - 3.2.0 - feat(docs)
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Expand README with detailed usage/examples, update test runner and test script, and pin/bump dependencies
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- Completely overhauled README: added highlights, Quick Start, advanced configuration, core operations, examples, storage tier explanations, performance tips, and API reference.
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- Updated tests to use @git.zone/tstest/tapbundle (test import changed) and adjusted package.json test script to run with --verbose --logfile --timeout 60.
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- Bumped/pinned dependencies: @push.rocks/smartcache -> ^1.0.18 and several packages now have explicit version ranges (e.g. @push.rocks/lik -> ^6.2.2).
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- Removed devDependency on @push.rocks/tapbundle.
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## 2025-08-28 - 3.1.2 - fix(core)
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## 2025-08-28 - 3.1.2 - fix(core)
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Update CI workflows and dependencies; apply small bugfixes and formatting improvements
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Update CI workflows and dependencies; apply small bugfixes and formatting improvements
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@@ -9,7 +9,7 @@
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"author": "Lossless GmbH",
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"author": "Lossless GmbH",
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"license": "MIT",
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"license": "MIT",
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"scripts": {
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"scripts": {
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"test": "(tstest test/ --web)",
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"test": "(tstest test/ --verbose --logfile --timeout 60)",
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"build": "(tsbuild --web --allowimplicitany)",
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"build": "(tsbuild --web --allowimplicitany)",
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"buildDocs": "tsdoc",
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"buildDocs": "tsdoc",
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"localPublish": "gitzone commit && pnpm run build && pnpm publish && pnpm publish --access public --registry=\"https://registry.npmjs.org\""
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"localPublish": "gitzone commit && pnpm run build && pnpm publish && pnpm publish --access public --registry=\"https://registry.npmjs.org\""
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@@ -18,13 +18,12 @@
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"@git.zone/tsbuild": "^2.6.7",
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"@git.zone/tsbuild": "^2.6.7",
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"@git.zone/tsrun": "^1.2.44",
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"@git.zone/tsrun": "^1.2.44",
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"@git.zone/tstest": "^2.3.5",
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"@git.zone/tstest": "^2.3.5",
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"@push.rocks/tapbundle": "^6.0.3",
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"@types/node": "^24.3.0"
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"@types/node": "^24.3.0"
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},
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},
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"dependencies": {
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"dependencies": {
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"@push.rocks/lik": "^6.2.2",
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"@push.rocks/lik": "^6.2.2",
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"@push.rocks/smartbucket": "^3.3.10",
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"@push.rocks/smartbucket": "^3.3.10",
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"@push.rocks/smartcache": "^1.0.17",
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"@push.rocks/smartcache": "^1.0.18",
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"@push.rocks/smartenv": "^5.0.13",
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"@push.rocks/smartenv": "^5.0.13",
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"@push.rocks/smartexit": "^1.0.23",
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"@push.rocks/smartexit": "^1.0.23",
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"@push.rocks/smartfile": "^11.2.7",
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"@push.rocks/smartfile": "^11.2.7",
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@@ -1,161 +1,373 @@
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# @push.rocks/levelcache
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# @push.rocks/levelcache 🚀
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A cache that utilizes memory, disk, and S3 for data storage and backup.
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**Supercharged Multi-Level Caching for Modern Applications**
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A high-performance, tiered caching solution that intelligently leverages memory, disk, and S3 storage to deliver blazing-fast data access with reliable persistence and backup capabilities.
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## Highlights
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✨ **Intelligent Tiered Storage** - Automatically routes data between memory, disk, and S3 based on size and access patterns
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⚡ **Lightning Fast** - Memory-first architecture ensures microsecond access times for hot data
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💾 **Persistent & Durable** - Optional disk and S3 layers provide data durability across restarts
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🎯 **TTL Support** - Built-in time-to-live for automatic cache expiration
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🔧 **TypeScript First** - Full type safety and excellent IDE support
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☁️ **S3 Ready** - Seamless integration with Amazon S3 for massive scale caching
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## Install
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## Install
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To install `@push.rocks/levelcache`, you can use npm or yarn:
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```bash
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```bash
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# Using npm
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npm install @push.rocks/levelcache --save
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npm install @push.rocks/levelcache --save
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```
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or
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# Using yarn
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```bash
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yarn add @push.rocks/levelcache
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yarn add @push.rocks/levelcache
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```
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This installs `@push.rocks/levelcache` and adds it to your project's dependencies.
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# Using pnpm (recommended)
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pnpm add @push.rocks/levelcache
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```
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## Usage
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## Usage
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`@push.rocks/levelcache` provides a comprehensive solution for multi-level caching that takes advantage of memory, disk, and Amazon S3 storage, making it a versatile tool for data caching and backup. The package is built with TypeScript, enabling strict type checks and better development experience. Below, we'll explore how to effectively employ `@push.rocks/levelcache` in your projects, discussing its features and demonstrating its usage with code examples.
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### Quick Start
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### 1. Overview
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Get up and running with just a few lines:
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The `LevelCache` class handles all cache operations. It decides where to store data based on pre-configured thresholds corresponding to the data size and the total storage capacity allocated for each storage type (memory/disk/S3). This mechanism optimizes both speed and persistence, allowing for efficient data storage and retrieval.
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### 2. Getting Started: Initialization
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To use `@push.rocks/levelcache`, you'll need to import the main classes: `LevelCache` and `CacheEntry`. `LevelCache` is the primary class, while `CacheEntry` represents individual pieces of cached data.
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```typescript
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```typescript
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import { LevelCache, CacheEntry } from '@push.rocks/levelcache';
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import { LevelCache, CacheEntry } from '@push.rocks/levelcache';
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// Initialize cache with minimal config
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const cache = new LevelCache({
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cacheId: 'myAppCache'
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});
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// Wait for cache to be ready
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await cache.ready;
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// Store data
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const entry = new CacheEntry({
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contents: Buffer.from('Hello Cache World! 🎉'),
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ttl: 60000 // 1 minute TTL
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});
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await cache.storeCacheEntryByKey('greeting', entry);
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// Retrieve data
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const retrieved = await cache.retrieveCacheEntryByKey('greeting');
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console.log(retrieved.contents.toString()); // "Hello Cache World! 🎉"
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```
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```
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#### Initialization with Optional Configurations
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### Advanced Configuration
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To create a cache, instantiate the `LevelCache` class with desired configurations. You can specify the limits for memory and disk storage, setup S3 configurations if needed, and more.
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`LevelCache` offers granular control over storage tiers and behavior:
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```typescript
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```typescript
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const myCache = new LevelCache({
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const cache = new LevelCache({
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cacheId: 'myUniqueCacheId', // Unique ID for cache delineation
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cacheId: 'productionCache',
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maxMemoryStorageInMB: 10, // Maximum memory use in MB (default 0.5 MB)
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maxDiskStorageInMB: 100, // Maximum disk space in MB (default 10 MB)
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// Storage Limits
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diskStoragePath: './myCache', // Path for storing disk cache; default is '.nogit'
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maxMemoryStorageInMB: 128, // 128MB RAM cache (default: 0.5)
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maxDiskStorageInMB: 1024, // 1GB disk cache (default: 10)
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maxS3StorageInMB: 10240, // 10GB S3 storage (optional)
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// Disk Configuration
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diskStoragePath: './cache-data', // Custom disk location (default: '.nogit')
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// S3 Configuration (optional)
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s3Config: {
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s3Config: {
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accessKeyId: 'yourAccessKeyId', // AWS S3 access key
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accessKeyId: process.env.AWS_ACCESS_KEY_ID,
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secretAccessKey: 'yourSecretAccessKey', // Corresponding secret key
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secretAccessKey: process.env.AWS_SECRET_ACCESS_KEY,
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region: 'us-west-2', // AWS region, e.g., 'us-west-2'
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region: 'us-east-1'
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},
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},
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s3BucketName: 'myBucketName', // Designated name for S3 bucket
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s3BucketName: 'my-cache-bucket',
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immutableCache: false, // Whether stored cache entries should remain unaltered
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persistentCache: true, // Should the cache persist upon restarts
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// Behavior Options
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forceLevel: 'memory', // Force specific tier (optional)
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immutableCache: false, // Prevent cache mutations
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persistentCache: true // Persist cache on restarts
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});
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});
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```
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```
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### 3. Storing and Retrieving Data
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### Core Operations
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`LevelCache` methods enable seamless data storage and retrieval, handling complexity under the hood.
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#### Storing Data
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#### Storing Data
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Create a `CacheEntry` specifying the data content and time-to-live (`ttl`). Use `storeCacheEntryByKey` to add this entry to the cache.
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```typescript
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```typescript
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async function storeData() {
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// Store text data
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// Wait for cache to be ready before operations
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const textEntry = new CacheEntry({
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await myCache.ready;
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contents: Buffer.from('Important text data'),
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ttl: 3600000, // 1 hour
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const entryContents = Buffer.from('Caching this data');
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typeInfo: 'text/plain' // Optional metadata
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const myCacheEntry = new CacheEntry({
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ttl: 7200000, // Time-to-live in milliseconds (2 hours)
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contents: entryContents,
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});
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});
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await cache.storeCacheEntryByKey('document:123', textEntry);
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// Storing the cache entry associated with a specific key
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// Store JSON data
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await myCache.storeCacheEntryByKey('someDataKey', myCacheEntry);
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const jsonData = { user: 'john', role: 'admin' };
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}
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const jsonEntry = new CacheEntry({
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contents: Buffer.from(JSON.stringify(jsonData)),
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ttl: 7200000, // 2 hours
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typeInfo: 'application/json'
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});
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await cache.storeCacheEntryByKey('user:john', jsonEntry);
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// Store binary data (images, files, etc.)
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const imageBuffer = await fs.readFile('./logo.png');
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const imageEntry = new CacheEntry({
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contents: imageBuffer,
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ttl: 86400000, // 24 hours
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typeInfo: 'image/png'
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});
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await cache.storeCacheEntryByKey('assets:logo', imageEntry);
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```
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```
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#### Retrieving Data
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#### Retrieving Data
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||||||
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Retrieve stored data using `retrieveCacheEntryByKey`. The retrieved `CacheEntry` will give access to the original data.
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```typescript
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```typescript
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async function retrieveData() {
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// Basic retrieval
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const retrievedEntry = await myCache.retrieveCacheEntryByKey('someDataKey');
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const entry = await cache.retrieveCacheEntryByKey('user:john');
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if (retrievedEntry) {
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if (entry) {
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const data = retrievedEntry.contents.toString();
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const userData = JSON.parse(entry.contents.toString());
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console.log(data); // Expected output: Caching this data
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console.log(userData); // { user: 'john', role: 'admin' }
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} else {
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} else {
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console.log('Data not found or expired.');
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console.log('Cache miss or expired');
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}
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}
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}
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```
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### 4. Key Management: Updating and Deleting
|
// Check if key exists
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const exists = await cache.checkKeyPresence('user:john');
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console.log(`Key exists: ${exists}`);
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#### Deleting Cache Entries
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// Handle cache misses gracefully
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async function getUser(userId: string) {
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const cacheKey = `user:${userId}`;
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|
let entry = await cache.retrieveCacheEntryByKey(cacheKey);
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|
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Remove entries with `deleteCacheEntryByKey`, enabling clean cache management.
|
if (!entry) {
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// Cache miss - fetch from database
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|
const userData = await database.getUser(userId);
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|
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```typescript
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// Store in cache for next time
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async function deleteData() {
|
entry = new CacheEntry({
|
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// Removes an entry using its unique key identifier
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contents: Buffer.from(JSON.stringify(userData)),
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await myCache.deleteCacheEntryByKey('someDataKey');
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ttl: 600000 // 10 minutes
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}
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```
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### 5. Cache Cleaning
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Often, managing storage limits or removing outdated data becomes essential. The library supports these scenarios.
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#### Automated Cleaning
|
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|
|
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While cache entries will naturally expire with `ttl` values, you can force-remove outdated entries.
|
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||||||
|
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```typescript
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// Clean outdated or expired entries
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|
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await myCache.cleanOutdated();
|
|
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```
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#### Full Cache Reset
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Clear all entries, efficiently resetting your cache storage.
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```typescript
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// Flush entire cache content
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await myCache.cleanAll();
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```
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### 6. Configuring and Managing Advanced Use Cases
|
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|
|
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The flexible nature of `@push.rocks/levelcache` grants additional customization suited for more advanced requirements.
|
|
||||||
|
|
||||||
#### Custom Route Management
|
|
||||||
|
|
||||||
For certain demands, you might want to specify distinct data handling policies or routing logic.
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|
||||||
|
|
||||||
- Adjust S3 handling, size thresholds, or immutability options dynamically.
|
|
||||||
- Utilize internal API expansions defined within the library for fine-grained operations.
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||||||
|
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||||||
#### Handling Large Datasets
|
|
||||||
|
|
||||||
Tailor the cache levels (memory, disk, S3) to accommodate higher loads:
|
|
||||||
|
|
||||||
```typescript
|
|
||||||
const largeDatasetCache = new LevelCache({
|
|
||||||
cacheId: 'largeDatasetCache',
|
|
||||||
// Customize limits and behavior for particular patterns
|
|
||||||
maxMemoryStorageInMB: 1024, // 1 GB memory allocation
|
|
||||||
maxDiskStorageInMB: 2048, // 2 GB disk space allowance
|
|
||||||
maxS3StorageInMB: 10240, // 10 GB S3 backup buffering
|
|
||||||
});
|
});
|
||||||
|
await cache.storeCacheEntryByKey(cacheKey, entry);
|
||||||
|
}
|
||||||
|
|
||||||
|
return JSON.parse(entry.contents.toString());
|
||||||
|
}
|
||||||
```
|
```
|
||||||
|
|
||||||
With intelligent routing and management embedded, `LevelCache` ensures optimal trade-offs between speed and stability.
|
#### Managing Cache
|
||||||
|
|
||||||
|
```typescript
|
||||||
|
// Delete specific entry
|
||||||
|
await cache.deleteCacheEntryByKey('user:john');
|
||||||
|
|
||||||
|
// Clean expired entries
|
||||||
|
await cache.cleanOutdated();
|
||||||
|
|
||||||
|
// Clear entire cache
|
||||||
|
await cache.cleanAll();
|
||||||
|
```
|
||||||
|
|
||||||
|
### Storage Tiers Explained
|
||||||
|
|
||||||
|
`LevelCache` automatically determines the optimal storage tier based on data size and available capacity:
|
||||||
|
|
||||||
|
#### 1. **Memory Cache** 🧠
|
||||||
|
- **Speed**: Microsecond access
|
||||||
|
- **Best for**: Frequently accessed, small data
|
||||||
|
- **Default limit**: 0.5MB (configurable)
|
||||||
|
- First tier checked for all operations
|
||||||
|
|
||||||
|
#### 2. **Disk Cache** 💾
|
||||||
|
- **Speed**: Millisecond access
|
||||||
|
- **Best for**: Medium-sized data, persistent storage needed
|
||||||
|
- **Default limit**: 10MB (configurable)
|
||||||
|
- Data survives process restarts when `persistentCache: true`
|
||||||
|
|
||||||
|
#### 3. **S3 Cache** ☁️
|
||||||
|
- **Speed**: Network latency (typically 50-200ms)
|
||||||
|
- **Best for**: Large data, long-term storage, distributed caching
|
||||||
|
- **Default limit**: 50MB (configurable)
|
||||||
|
- Requires S3 configuration
|
||||||
|
- Ideal for shared cache across multiple instances
|
||||||
|
|
||||||
|
### Real-World Use Cases
|
||||||
|
|
||||||
|
#### API Response Caching
|
||||||
|
|
||||||
|
```typescript
|
||||||
|
class ApiCache {
|
||||||
|
private cache: LevelCache;
|
||||||
|
|
||||||
|
constructor() {
|
||||||
|
this.cache = new LevelCache({
|
||||||
|
cacheId: 'apiResponses',
|
||||||
|
maxMemoryStorageInMB: 256,
|
||||||
|
maxDiskStorageInMB: 2048,
|
||||||
|
persistentCache: true
|
||||||
|
});
|
||||||
|
}
|
||||||
|
|
||||||
|
async getCachedResponse(endpoint: string, params: any) {
|
||||||
|
const cacheKey = `api:${endpoint}:${JSON.stringify(params)}`;
|
||||||
|
|
||||||
|
let cached = await this.cache.retrieveCacheEntryByKey(cacheKey);
|
||||||
|
if (cached) {
|
||||||
|
return JSON.parse(cached.contents.toString());
|
||||||
|
}
|
||||||
|
|
||||||
|
// Fetch fresh data
|
||||||
|
const response = await fetch(endpoint, { params });
|
||||||
|
const data = await response.json();
|
||||||
|
|
||||||
|
// Cache for 5 minutes
|
||||||
|
const entry = new CacheEntry({
|
||||||
|
contents: Buffer.from(JSON.stringify(data)),
|
||||||
|
ttl: 300000
|
||||||
|
});
|
||||||
|
await this.cache.storeCacheEntryByKey(cacheKey, entry);
|
||||||
|
|
||||||
|
return data;
|
||||||
|
}
|
||||||
|
}
|
||||||
|
```
|
||||||
|
|
||||||
|
#### Session Storage
|
||||||
|
|
||||||
|
```typescript
|
||||||
|
class SessionManager {
|
||||||
|
private cache: LevelCache;
|
||||||
|
|
||||||
|
constructor() {
|
||||||
|
this.cache = new LevelCache({
|
||||||
|
cacheId: 'sessions',
|
||||||
|
maxMemoryStorageInMB: 64,
|
||||||
|
maxDiskStorageInMB: 512,
|
||||||
|
immutableCache: false,
|
||||||
|
persistentCache: true
|
||||||
|
});
|
||||||
|
}
|
||||||
|
|
||||||
|
async createSession(userId: string, sessionData: any) {
|
||||||
|
const sessionId = generateSessionId();
|
||||||
|
const entry = new CacheEntry({
|
||||||
|
contents: Buffer.from(JSON.stringify({
|
||||||
|
userId,
|
||||||
|
...sessionData,
|
||||||
|
createdAt: Date.now()
|
||||||
|
})),
|
||||||
|
ttl: 86400000 // 24 hour sessions
|
||||||
|
});
|
||||||
|
|
||||||
|
await this.cache.storeCacheEntryByKey(`session:${sessionId}`, entry);
|
||||||
|
return sessionId;
|
||||||
|
}
|
||||||
|
|
||||||
|
async getSession(sessionId: string) {
|
||||||
|
const entry = await this.cache.retrieveCacheEntryByKey(`session:${sessionId}`);
|
||||||
|
return entry ? JSON.parse(entry.contents.toString()) : null;
|
||||||
|
}
|
||||||
|
|
||||||
|
async destroySession(sessionId: string) {
|
||||||
|
await this.cache.deleteCacheEntryByKey(`session:${sessionId}`);
|
||||||
|
}
|
||||||
|
}
|
||||||
|
```
|
||||||
|
|
||||||
|
#### Distributed Processing Cache
|
||||||
|
|
||||||
|
```typescript
|
||||||
|
// Share computed results across multiple workers using S3
|
||||||
|
const distributedCache = new LevelCache({
|
||||||
|
cacheId: 'mlModelResults',
|
||||||
|
maxMemoryStorageInMB: 512,
|
||||||
|
maxDiskStorageInMB: 5120,
|
||||||
|
maxS3StorageInMB: 102400, // 100GB for model outputs
|
||||||
|
s3Config: {
|
||||||
|
accessKeyId: process.env.AWS_ACCESS_KEY_ID,
|
||||||
|
secretAccessKey: process.env.AWS_SECRET_ACCESS_KEY,
|
||||||
|
region: 'us-west-2'
|
||||||
|
},
|
||||||
|
s3BucketName: 'ml-computation-cache',
|
||||||
|
persistentCache: true
|
||||||
|
});
|
||||||
|
|
||||||
|
// Worker process can store results
|
||||||
|
async function storeComputationResult(jobId: string, result: Buffer) {
|
||||||
|
const entry = new CacheEntry({
|
||||||
|
contents: result,
|
||||||
|
ttl: 604800000, // 7 days
|
||||||
|
typeInfo: 'application/octet-stream'
|
||||||
|
});
|
||||||
|
await distributedCache.storeCacheEntryByKey(`job:${jobId}`, entry);
|
||||||
|
}
|
||||||
|
|
||||||
|
// Other workers can retrieve results
|
||||||
|
async function getComputationResult(jobId: string) {
|
||||||
|
const entry = await distributedCache.retrieveCacheEntryByKey(`job:${jobId}`);
|
||||||
|
return entry ? entry.contents : null;
|
||||||
|
}
|
||||||
|
```
|
||||||
|
|
||||||
|
### Performance Tips 🎯
|
||||||
|
|
||||||
|
1. **Size your tiers appropriately** - Set memory limits based on your hot data size
|
||||||
|
2. **Use meaningful cache keys** - Include version/hash in keys for cache invalidation
|
||||||
|
3. **Set realistic TTLs** - Balance freshness with performance
|
||||||
|
4. **Monitor cache hit rates** - Track `checkKeyPresence()` to optimize tier sizes
|
||||||
|
5. **Batch operations** - Group related cache operations when possible
|
||||||
|
6. **Use compression** - Compress large values before caching to maximize tier utilization
|
||||||
|
|
||||||
|
### Migration & Compatibility
|
||||||
|
|
||||||
|
Coming from other caching solutions? Here's how LevelCache compares:
|
||||||
|
|
||||||
|
- **Redis** → LevelCache provides similar speed with added persistence and S3 backup
|
||||||
|
- **Memcached** → LevelCache adds persistence and automatic tier management
|
||||||
|
- **Local storage** → LevelCache adds memory tier and S3 backup capabilities
|
||||||
|
- **S3 only** → LevelCache adds memory and disk tiers for dramatic speed improvements
|
||||||
|
|
||||||
|
## API Reference
|
||||||
|
|
||||||
|
### LevelCache Class
|
||||||
|
|
||||||
|
#### Constructor Options
|
||||||
|
|
||||||
|
| Option | Type | Default | Description |
|
||||||
|
|--------|------|---------|-------------|
|
||||||
|
| `cacheId` | string | required | Unique identifier for the cache instance |
|
||||||
|
| `maxMemoryStorageInMB` | number | 0.5 | Maximum memory storage in megabytes |
|
||||||
|
| `maxDiskStorageInMB` | number | 10 | Maximum disk storage in megabytes |
|
||||||
|
| `maxS3StorageInMB` | number | 50 | Maximum S3 storage in megabytes |
|
||||||
|
| `diskStoragePath` | string | '.nogit' | Path for disk cache storage |
|
||||||
|
| `s3Config` | object | undefined | AWS S3 configuration object |
|
||||||
|
| `s3BucketName` | string | undefined | S3 bucket name for cache storage |
|
||||||
|
| `forceLevel` | string | undefined | Force storage to specific tier |
|
||||||
|
| `immutableCache` | boolean | false | Prevent cache entry modifications |
|
||||||
|
| `persistentCache` | boolean | false | Persist cache across restarts |
|
||||||
|
|
||||||
|
#### Methods
|
||||||
|
|
||||||
|
| Method | Returns | Description |
|
||||||
|
|--------|---------|-------------|
|
||||||
|
| `ready` | Promise<void> | Resolves when cache is initialized |
|
||||||
|
| `storeCacheEntryByKey(key, entry)` | Promise<void> | Store a cache entry |
|
||||||
|
| `retrieveCacheEntryByKey(key)` | Promise<CacheEntry\|null> | Retrieve a cache entry |
|
||||||
|
| `checkKeyPresence(key)` | Promise<boolean> | Check if key exists |
|
||||||
|
| `deleteCacheEntryByKey(key)` | Promise<void> | Delete a cache entry |
|
||||||
|
| `cleanOutdated()` | Promise<void> | Remove expired entries |
|
||||||
|
| `cleanAll()` | Promise<void> | Clear entire cache |
|
||||||
|
|
||||||
|
### CacheEntry Class
|
||||||
|
|
||||||
|
#### Constructor Options
|
||||||
|
|
||||||
|
| Option | Type | Required | Description |
|
||||||
|
|--------|------|----------|-------------|
|
||||||
|
| `contents` | Buffer | yes | The data to cache |
|
||||||
|
| `ttl` | number | yes | Time-to-live in milliseconds |
|
||||||
|
| `typeInfo` | string | no | Optional metadata about content type |
|
||||||
|
|
||||||
## License and Legal Information
|
## License and Legal Information
|
||||||
|
|
||||||
|
@@ -1,4 +1,4 @@
|
|||||||
import { expect, tap } from '@push.rocks/tapbundle';
|
import { expect, tap } from '@git.zone/tstest/tapbundle';
|
||||||
import * as levelcache from '../ts/index.js';
|
import * as levelcache from '../ts/index.js';
|
||||||
import { CacheEntry } from '../ts/index.js';
|
import { CacheEntry } from '../ts/index.js';
|
||||||
|
|
||||||
|
@@ -3,6 +3,6 @@
|
|||||||
*/
|
*/
|
||||||
export const commitinfo = {
|
export const commitinfo = {
|
||||||
name: '@push.rocks/levelcache',
|
name: '@push.rocks/levelcache',
|
||||||
version: '3.1.2',
|
version: '3.2.0',
|
||||||
description: 'A versatile caching solution offering multi-level storage utilizing memory, disk, and Amazon S3 for efficient data management and backup.'
|
description: 'A versatile caching solution offering multi-level storage utilizing memory, disk, and Amazon S3 for efficient data management and backup.'
|
||||||
}
|
}
|
||||||
|
Reference in New Issue
Block a user