2022 年推出的多个预训练开源模型家族大多遵循这种范例。 BLOOM(BigScience Large Open-science Open-access Multilingual Language Model) BLOOM 是由 BigScience 研究团队推出的一系列模型。BigScience 是一个由 Hugging Face 协调,联合法国的 GENCI 和 IDRIS 组织共同参与的国际合作项目,涵盖了来自 60 个国家、250 ...
def tokenize(text, model): words_with_offsets = tokenizer.backend_tokenizer.pre_tokenizer.pre_tokenize_str(text) pre_tokenized_text = [word for word, offset in words_with_offsets] encoded_words = [encode_word(word, model)[0] for word in pre_tokenized_text] return sum(encoded_words, []...
使用 PEFT 库,无需微调模型的全部参数,即可高效地将预训练语言模型 (Pre-trained Language Model,PLM) 适配到各种下游应用。PEFT 目前支持以下几种方法: LoRA: LORA: LOW-RANK ADAPTATION OF LARGE LANGUAGE MODELS Prefix Tuning: P-Tuning v2: Prompt Tuning Can Be Comparable to Fine-tuning Universally Across...
float16) # 使用pipeline进行推理 generator("More and more large language models are opensourced so Hugging Face has") 使用pytorch的传统pipeline方式来加载模型,一般包括以下步骤: 创建模型 将权重加载到内存(一个叫做state_dict的字典对象) 在已创建模型基础上加载权重值 将模型加载到相应设备上(比如GPU...
Large Language Model(大型语言模型) Mathematics(数学) Arithmetic Operations(算术运算) Data Leakage(数据泄漏) Fine Tuning(微调) 打分 实用性:4.5 创新性:4.0 推荐度:4.0 提出的语言模型具有较强的实用性,能解决数学问题,对教育等许多领域都有一定的参考价值。研究给既有的认识提供了挑战,展示了语言模型在算术操...
Large language model size has been increasing 10x every year for the last few years. This is starting to look like another Moore's Law. We've been there before, and we should know that this road leads to diminishing returns, higher cost, more complexity, and new risks. Exp...
Large language model size has been increasing 10x every year for the last few years. This is starting to look like another Moore's Law. We've been there before, and we should know that this road leads to diminishing returns, higher cost, more complexity, and new risks. Exponent...
Large Language Models(大语言模型) Data Pruning(数据修剪) Perplexity(困惑度) Data Quality Estimation(数据质量评估) Corpora Curation(语料库策划) 4. 打分 实用性:4分。通过修剪预训练数据集,能用更少的数据获得相等甚至更好的结果。这可以在实际应用中节省存储和计算资源。
[2]Jordan Hoffmann, et. al., "Training Compute-Optimal Large Language Models.", https://arxiv.org/abs/2203.15556 [3]Victor Sanh, et. al., "Multitask Prompted Training Enables Zero-Shot Task Generalization", https://arxiv.org/abs...
BLOOM是BigScience Large Open-science Open-access Mul-tilingual Language Model首字母的缩写，全名代表着大科学、大型、开放科学、开源的多语言大模型。7. 阿联酋技术创新研究所，7000个赞 阿联酋技术创新研究所隶属于阿布扎比政府先进技术研究委员会 （ATRC） ，负责监督酋长国的技术研究。2023年9月6日，阿联酋（UAE...