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Marcel Rød released Gigatoken, a Rust BPE tokenizer under MIT license, encoding text at 24.53 GB/s on a 144-core AMD EPYC 9565. That is 989x faster than HuggingFace tokenizers and 681x faster than tiktoken. Gains come from a hand-written SWAR pretokenizer and pretoken caching, not a faster BPE merge loop.
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