OpenAI 官方开源的高速 BPE 分词器，专为 GPT 系列模型设计，能快速把文本切成 token，适合训练和推理时做文本预处理。
用 Rust 实现的高性能分词器库，支持 BERT、GPT 等主流模型，兼顾研究实验与生产部署，解决文本预处理速度慢、跨语言调用不便的问题。
从零用 PyTorch 一步步实现类 ChatGPT 大语言模型，覆盖注意力机制、预训练、指令微调全流程，适合边跑代码边理解 LLM 内部原理。
从下载数据到生成文本，手把手教你从零训练自己的大语言模型，适合想搞懂 LLM 训练全流程的开发者动手实践。
…swered in one call. Numbers (Apple M5 Pro, 1,000 DBpedia abstracts) Core ML (fp16) gliner2 PyTorch, Mac GPU --- ---: ---: Time ~5.9 s 22.8 s Peak memory ~1.0 GB 5.7 GB We
…cy). - LayaTokenizer : mmBERT/Gemma byte-fallback BPE, byte-exact with HuggingFace tokenizers on the conversion fixtures. - FluidUseLaya CLI: answer , tetris , benchmark
…d together, so multi-byte codepoints split across BPE tokens no longer surface as U+FFFD in WordTimestamp.word . Full changelog : https://github.com/nyrahealth/CrisperWhi
…LT text encoder (shared) - clip vocab.json — CLIP BPE vocabulary (shared) Demo: sample apps/YOLOEDemo (camera/photo/video + Visual tab). License: AGPL-3.0 (THU-MIG/yoloe)
… ChatML marker filter — 32-byte lookahead catches BPE-split stop tokens across boundaries - 16 chat-cache bugs eliminated — two audit passes found hidden bugs in KV prefi
…ty and top alternative tokens for each position - BPE-aware - Correctly decodes GPT-2 BPE and SentencePiece token formats Enable logprobs in the chat settings to activate