Meet Gigatoken: A Rust BPE Tokenizer that Encodes Text at 24.53 GB/s, up to 989x Faster than HuggingFace Tokenizers

Gigatoken is an MIT-licensed Rust BPE tokenizer that encodes text at gigabytes per second. On a 144-core AMD EPYC 9565, it runs GPT-2 tokenization at 24. 53 GB/s. That is 989x HuggingFace tokenizers and 681x tiktoken, against baselines already written in multithreaded Rust.

The gains come from a hand-written SWAR pretokenizer and pretoken caching, not a faster BPE merge loop. The post Meet Gigatoken: A Rust BPE Tokenizer that Encodes Text at 24. 53 GB/s, up to 989x Faster than HuggingFace Tokenizers appeared first on MarkTechPost.