Practical Guide to LLM Fine-tuning with LoRA#

Description#

Automatically generated AI learning skill from curated web and social media sources.

Steps#

1. This guide shows how to fine-tune LLMs efficiently using LoRA adapters. ```python
2. from peft import LoraConfig, get_peft_model
3. config = LoraConfig(r=8, lora_alpha=16, target_modules=["q_proj", "v_proj"])
4. model = get_peft_model(model, config)

Code Examples#

python

from peft import LoraConfig, get_peft_model
config = LoraConfig(r=8, lora_alpha=16, target_modules=["q_proj", "v_proj"])
model = get_peft_model(model, config)

Dependencies#

• Python 3.8+
• Relevant libraries (see code examples)