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Gigatoken: Rust BPE分词器,编码速度达24.53 GB/s,比HuggingFace快989倍
Gigatoken是一款MIT许可的Rust BPE分词器,在144核AMD EPYC 9565上实现GPT-2分词速度24.53 GB/s。相比HuggingFace分词器快989倍,比tiktoken快681倍,且这些基线本身已用多线程Rust实现。性能提升来自手写SWAR预分词器和预缓存技术,而非更快的BPE合并循环。该工具可大幅加速文本编码流程。
Current read
想给大模型训练或推理提速?这个HuggingFace分词器速度近千倍的开源Rust工具值得一试。
5 sources62° AI heatLast updated 2026/7/23 08:01:22
Evidence
5 sourcesRelated source 1Stanford AI Lab
View sourceRelated source 2IT之家
View sourceRelated source 3LlamaIndex
View sourceRelated source 4Geek
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