GPUTOK: GPU Accelerated Byte Level BPE Tokenization

Venu Gopal Kadamba, Kanishkha Jaisankar

As large language models move toward million-token context windows, CPU tokenizers become a major slowdown because they process text one step at a time while powerful GPUs sit unus…