Transformers - Hugging Face Library

ForHHeart / 2024-03-15 / 原文

🥥 Table of Content

Basic Components

  • 01 - Overview & Libraries
  • 02 - Model
  • 04 - Datasets

Parameter-Efficient Fine-Tuning(PEFT)

  • 01 - Prompt-Tuning
  • 02 - P-Tuning
  • 03 - Prefix-Tuning
  • 04 - LoRA
  • 05 - IA3
  • 06 - Advanced PEFT Operations




🥑 Get Started!

Basic Components

01 - Overview & Environments

Step 1: Create a environment

conda create -n transformers python==3.9.16 -y

Step 2: Activate environment

conda activate transformers

Step 3: Install libraries

pip install transformers datasets peft

Parameter-Efficient Fine-Tuning(PEFT)

Resource 1: In-depth guide to fine-tuning LLMs with LoRA and QLoRA | Mercity
Resource 2: 手把手带你实战HuggingFace Transformers | Bilibili

01 - Prompt-Tuning