Multi-Node Multi-GPU Training: Comparing Accelerate and DeepSpeed for Large Model Pre-training
Initial weight synchronization: ```
ls -l /data/xxx/gpu008/MoeRemake/train/etuning/LLaMA-Factory2/models/xxx-Base-10B-200k-Llama
Environment synchronization: ```
./scp_batch.sh "/data/xxx/miniconda3/envs/etuning4/" "/data/vayu/miniconda3/envs/etuning4/" gpu004 gpu006
./scp_batch.sh "/data/xxx/train/etuning/LLaMA-Fact ...
Posted on Sun, 09 Aug 2026 16:54:29 +0000 by ddemore
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