Seshat Trie

Image source: Wikipedia - Seshat

A high-performance radix trie (prefix tree) for Node.js with a C++ core and TypeScript API.

What is this?

A radix trie implementation with C++ performance for fast prefix-based searches. Useful for autocomplete, spell checking, and dictionary lookups where you need to quickly find words by their prefixes.

Install

Prerequisites: a working C/C++ toolchain for node-gyp (Python, make, compiler). On Linux, install your distro's build tools. This happened because of the way a few of my accounts are set up (some of my accounts are for school and whatnot, which have 2FA mandatorily enabled, breaking github actions and more)

npm install seshat-trie

Performance-Notes

Due to N-API overhead when crossing the JavaScript/C++ boundary, individual operations (especially small batch inserts) may be slower than expected on some systems (higher single-core performance is better for this library). For bulk insertions, use insertFromFile() or insertFromFileAsync() which handle file I/O entirely in C++, avoiding per-word marshalling costs.

Benchmarks

Honestly a little nervous about this, but there is a Benchmarks results file. Hope you enjoy this repo. (I felt like this project may have under performed in some ways I did not expect after working on the C++ version)

JSON import sample schema

{
	"words": [
		"aa",
		"aah",
		"aahed",
		"aahing",
		"aahs",
		"aal",
		"aalii",
		"aaliis",
		"aals"
	],
	"options": {
		"ignoreCase": false
	}
}

OS prerequisites for local compilation

• Linux

  • Python 3, make, C/C++ compiler and headers
  • Debian/Ubuntu: sudo apt-get install -y build-essential python3
  • Fedora/RHEL: sudo dnf install -y @development-tools python3
  • Arch: sudo pacman -S --needed base-devel python

• macOS

  • Xcode Command Line Tools and Python 3
  • Install: xcode-select --install and brew install python

• Windows

  • Visual Studio Build Tools (workload: Desktop development with C++) and Python 3
  • Python: winget install Python.Python.3.11 or download from python.org
  • If multiple VS versions are installed: npm config set msvs_version 2019 (or 2022)

Supported Node versions: Node 18, 20, or 22 (see engines field). npm install will build the native addon locally via node-gyp.

Quick start

import { Seshat } from "seshat-trie";

const trie = new Seshat({ ignoreCase: false });

trie.insert("hello");
trie.insertBatch(["world", "help"]);

console.log(trie.search("hello")); // true
console.log(trie.startsWith("he")); // true
console.log(trie.getWordsWithPrefix("he")); // ["help", "hello"]

// Insert from a file (one word per line)
// Default buffer size is 1MB; you can pass a custom number of bytes as 2nd arg
// const count = trie.insertFromFile("./words.txt", 1024);

// Async variant (Node-style callback)
// trie.insertFromFileAsync("./words.txt", 1024, (err, count) => {
//   if (err) return console.error(err);
//   console.log("inserted", count);
// });

API

Methods are synchronous unless noted.

• constructor(options?)

  • options.words?: string[] initial words to insert
  • options.ignoreCase?: boolean default false

• insert(word: string): void

• insertBatch(words: string[]): number returns count inserted

• insertFromFile(filePath: string, bufferSize?: number): number words per line

• insertFromFileAsync(filePath: string, bufferSize?: number, cb: (err: Error | null, count?: number) => void): void

• search(word: string): boolean

• searchBatch(words: string[]): boolean[]

• startsWith(prefix: string): boolean

• getWordsWithPrefix(prefix: string): string[]

• remove(word: string): boolean

• removeBatch(words: string[]): boolean[]

• removeMany(words: string[]): boolean[] (helper built on remove)

• isEmpty(): boolean

• size(): number

• clear(): void

• getStats(): { wordCount: number; isEmpty: boolean; allWords: string[] }

• getHeightStats(): { minHeight: number; maxHeight: number; averageHeight: number; modeHeight: number; allHeights: number[] }

• getMemoryStats(): { totalBytes: number; nodeCount: number; stringBytes: number; overheadBytes: number; bytesPerWord: number }

• getWordMetrics(): { minLength: number; maxLength: number; averageLength: number; modeLength: number; lengthDistribution: number[]; totalCharacters: number }

• patternSearch(pattern: string): string[] supports * and ? wildcards

• toJSON(): { words: string[]; options: { ignoreCase: boolean } }

• static fromJSON(json): Seshat

• static fromWords(words: string[], options?): Seshat

Errors and validation

• Empty or whitespace-only words throw on insert.
• Non-string inputs throw where a string is required.
• insertFromFile throws if bufferSize is not a positive number or file read fails.
• insertFromFileAsync reports errors via the callback err parameter.

Case handling

When ignoreCase is true, inputs are lowercased internally. Returned words reflect stored (normalized) casing.

File input format

• insertFromFile reads a UTF-8 text file.
• One word per line.
• Default buffer size is 1MB; pass bufferSize in bytes to override.

Benchmarks (optional)

Prepare word lists:

npm run setupTextFiles

Run benchmarks:

npm run benchmark
npm run benchmark:filestream

Development

Build native addon and TypeScript:

npm run build

Run tests:

npm test

Entry points:

• Runtime: dist/index.js
• Types: dist/index.d.ts
• Native addon: build/Release/seshat.node

License

MIT