Breadth-First Pipeline Parallelism
arxiv.org · 6,515 words · saved by 1 readers
N/A
B READTH -F IRST P IPELINE PARALLELISM Joel Lamy-Poirier 1 A BSTRACT We introduce Breadth-First Pipeline Parallelism, a novel training schedule which optimizes the combination of pipeline and data parallelism. Breadth-First Pipeline Parallelism lowers training time, cost and memory usage arXiv:2211.05953v2 [cs.DC] 6…
related reading
- Pipeline-Parallelism: Distributed Training via Model Partitioningsiboehm.com
- How To Scale Your Modeljax-ml.github.io
- Reiner Pope – The math behind how LLMs are trained and serveddwarkesh.com
- Paradigms of Parallelism | Colossal-AIcolossalai.org
- 5D parallelism in LLM training - gdymind's Bloggdymind.com
- Parallelism in Distributed Deep Learning · Better Tomorrow with Computer Scienceinsujang.github.io
- How to Parallelize a Transformer for Training — an explorable explanationezyang.github.io
- ml-engineering/model-parallelism at master · stas00/ml-engineering · GitHubgithub.com
- Parallelism methods · Hugging Facehuggingface.co
- 1910.02054v3arxiv.org
- Transformer Math 101 | EleutherAI Blogblog.eleuther.ai
- Transformer Inference Arithmetic | kipply's blogkipp.ly