Tokenizer for GPT-3 is the same as GPT-2:
https://huggingface.co/docs/transformers/model_doc/gpt2#gpt2tokenizerfast
linked via:
https://beta.openai.com/tokenizer
UPDATE March 2023
For newer models, including GPT-3.5 (turbo), GPT-4, and latest embeddings, use tiktoken
tokenizer with the cl100k_base
encoding:
https://github.com/openai/tiktoken
A full model-to-encoding mapping can be found here