1.2 P-Tuning 1.3 LST 1.4 LoRA 1.5 小结 2 LoRA代码解析 2.1 MergedLinear源码解析 2.2 对Llama 进行LoRA 微调 参考 0 前言 最近因为工作需要,在接触一些大模型微调训练相关的算子实现,因为以往接触inference相关比较多,而对于training相关的技术接触的相对较少,所以本文就以LoRA: Low-Rank Adaptation of Large Lan...
模型参数的冗余:它能够识别并消除特定任务模型中的冗余参数。具体做法是在模型微调(fine-tuning)的过程中,关注模型参数发生的变化,对微调过程中发生的变化进行排序,并选择那些对模型性能影响最显著的前 k% 的变化,并忽略那些在微调中变化较小或对性能影响较小的部分。 模型参数的符号之间存在分歧:当不同模型对同一参...
Dataset creation for fine-tuning LLM: Notebook that contains a few techniques to filter a dataset and upload the result. Chat Template by Matthew Carrigan: Hugging Face's page about prompt templates 3. Pre-training models Pre-training is a very long and costly process, which is why this is...
模型参数的冗余:它能够识别并消除特定任务模型中的冗余参数。具体做法是在模型微调(fine-tuning)的过程中,关注模型参数发生的变化,对微调过程中发生的变化进行排序,并选择那些对模型性能影响最显著的前 k% 的变化,并忽略那些在微调中变化较小或对性能影响较小的部分。 模型参数的符号之间存在分歧:当不同模型对同一参...
我建议听听知乎知学堂开展的AI大模型公开课，课程会带你学习大模型背后的技术原理，LangChain、Fine-tune...
简单来说，ICL的本质是algorithm learning，也就是学习到了一个“算法”。这里的“算法”，指的是从...
Techniques for fine-tuning models Wrap-up and Final Q&A(30 minutes) Review of key takeaways Final Q&A Conclusion and feedback The Live Course has ended Unfortunately there are no more sessions scheduled for this course at this time. Would you like to search for more courses withSinan Ozdemir...
Moreover, it allows you to fine-tune your model on any data (private, not seen by GPT-4, etc.) and use it without having to pay for an API like OpenAI's.Full fine-tuning: Full fine-tuning refers to training all the parameters in the model. It is not an efficient technique, but...
How to Fine-Tune LLMs Now let's go over thehowof fine-tuning LLMs: Choose the Pre-trained LLM:Choose the pre-trained LLM that matches your task. For example, if you're working on a question-answering task, select a pre-trained model with the architecture that facilitates natural languag...
Instruction Tuning:FINETUNED LANGUAGE MODELS ARE ZERO-SHOT LEARNERS OpenAI相关 OpenAI官方博客:Blog OpenAI Cookbook:GitHub - openai/openai-cookbook: Examples and guides for using the OpenAI API OpenAI应用研究主管Lilian Weng个人博客:Lil'Log 编辑于 2023-08-29 10:54・IP 属地浙江 内容所属专栏 AIGC...