HuggingFace Tokenizers

Fast, production-ready tokenization - Rust-powered, Python API.

When to Use

• High-performance tokenization (<20s per GB)
• Train custom tokenizers from scratch
• Track token-to-text alignment
• Production NLP pipelines
• Need BPE, WordPiece, or Unigram tokenization

Quick Start

from tokenizers import Tokenizer