ModelRefs / Tiktoken — AI Glossary

Tiktoken — AI Glossary

OpenAI's fast BPE tokenizer library powering GPT-2 through GPT-4o; the reference for counting tokens and estimating costs.

Overview

Tiktoken implements cl100k_base (GPT-3.5/4), o200k_base (GPT-4o), and legacy encodings. Its Rust core makes it 3–6× faster than HuggingFace tokenizers for the same vocabulary. Developers use it to accurately count tokens before sending requests to measure context usage and predict cost.

Reference details

Topicarchitecture
Last reviewed2026-06-24

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Frequently asked questions

What is Tiktoken?

OpenAI's fast BPE tokenizer library powering GPT-2 through GPT-4o; the reference for counting tokens and estimating costs.

What concepts are related to Tiktoken?

Closely related concepts include byte pair encoding, vocabulary size, context window.