Command-Line Multi-GPU Fine-Tuning of Large Language Models Using LLaMA-Factory
Model Preparation
There are several reliable methods to download pre-trained models:
ModelScope (recommended for fast download speeds and includes many restricted models)
Hugging Face mirror sites (requires model access permisions)
Public cloud storage resources (use tools like XShell for faster uploads)
Dataset Preparation
Two primary datase ...
Posted on Sat, 19 Sep 2026 16:11:57 +0000 by php-coder
DeepSpeed Launcher Runner Implementation for Multi-node Multi-GPU Training
from copy import deepcopy
def filter_host_resources(host_info, include_list="", exclude_list=""):
'''Process inclusion or exclusion specifications for host resource filtering.
Format is NODE_SPEC[@NODE_SPEC ...], where
NODE_SPEC = NAME[:SLOT[,SLOT ...]].
Omitting :SLOT includes/excludes all slots on tha ...
Posted on Tue, 04 Aug 2026 16:15:09 +0000 by g.grillo