DiLoCo: Distributed Low-Communication Training of Language Models

DiLoCo: Distributed Low-Communication Training of Language Models

14 November 2023

Arthur Douillard

Rachita Chhaparia

MarcÁurelio Ranzato

Papers citing "DiLoCo: Distributed Low-Communication Training of Language Models"

9 / 9 papers shown

Title
Pseudo-Asynchronous Local SGD: Robust and Efficient Data-Parallel Training Hiroki Naganuma Xinzhi Zhang Man-Chung Yue Ioannis Mitliagkas Philipp A. Witte Russell J. Hewett Yin Tat Lee 65 0 0 25 Apr 2025
EDiT: A Local-SGD-Based Efficient Distributed Training Method for Large Language Models Jialiang Cheng Ning Gao Yun Yue Zhiling Ye Jiadi Jiang Jian Sha OffRL 77 0 0 10 Dec 2024
Hardware Scaling Trends and Diminishing Returns in Large-Scale Distributed Training Jared Fernandez Luca Wehrstedt Leonid Shamis Mostafa Elhoushi Kalyan Saladi Yonatan Bisk Emma Strubell Jacob Kahn 200 3 0 20 Nov 2024
Revisiting Reliability in Large-Scale Machine Learning Research Clusters Apostolos Kokolis Michael Kuchnik John Hoffman Adithya Kumar Parth Malani Faye Ma Zachary DeVito Siyang Song Kalyan Saladi Carole-Jean Wu 154 7 0 29 Oct 2024
DEPT: Decoupled Embeddings for Pre-training Language Models Alex Iacob Lorenzo Sani Meghdad Kurmanji William F. Shen Xinchi Qiu Dongqi Cai Yan Gao Nicholas D. Lane VLM 147 0 0 07 Oct 2024
No Need to Talk: Asynchronous Mixture of Language Models Anastasiia Filippova Angelos Katharopoulos David Grangier Ronan Collobert MoE 41 0 0 04 Oct 2024
WARP: On the Benefits of Weight Averaged Rewarded Policies Alexandre Ramé Johan Ferret Nino Vieillard Robert Dadashi Léonard Hussenot Pierre-Louis Cedoz Pier Giuseppe Sessa Sertan Girgin Arthur Douillard Olivier Bachem 62 14 0 24 Jun 2024
Simple and Scalable Strategies to Continually Pre-train Large Language Models Adam Ibrahim Benjamin Thérien Kshitij Gupta Mats L. Richter Quentin Anthony Timothée Lesort Eugene Belilovsky Irina Rish KELM CLL 44 52 0 13 Mar 2024
Diverse Weight Averaging for Out-of-Distribution Generalization Alexandre Ramé Matthieu Kirchmeyer Thibaud Rahier A. Rakotomamonjy Patrick Gallinari Matthieu Cord OOD 199 128 0 19 May 2022