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

Practical Guide to Diffusers and Accelerate for Generative Modeling

Effective generative modeling relies heavily on robust tooling. This article focuses on two essential Python libraries from Hugging Face: diffusers for diffusion-based models and accelerate for streamlined distributed training. Accelerate Library The accelerate library simplifies distributed training, mixed-precision computation, gradient accum ...

Posted on Mon, 11 May 2026 09:49:07 +0000 by Jagand