OpenDiLoCo

An open-source implementation for distributed low-bandwidth AI model training

PremiumNewProductProductivityDistributed TrainingOpen Source

OpenDiLoCo is an open-source framework that implements and extends DeepMind’s Distributed Low-Bandwidth (DiLoCo) method, supporting global distributed AI model training. It makes it possible to efficiently train AI models in areas with scattered resources by providing a scalable and decentralized framework, which is significant for promoting the普及 and innovation of AI technology.

Supports global distributed AI model training.
Enables node communication and metadata synchronization through the Hivemind library.
Integrates with PyTorch FSDP
allowing a single DiLoCo worker node to scale to hundreds of machines.
Demonstrates the practicality of model training over two continents and three countries
maintaining 90-95% computational utilization.
Delivers deep insights into the scalability and computational efficiency of algorithms through ablation studies.
Supports fault-tolerant training across different hardware setups.
Offers real-time addition and removal of resources
allowing new devices and clusters to join or leave during training.

OpenDiLoCo is designed for researchers and developers who require global AI model training
particularly those teams limited by local computing resources. It breaks down the barrier of AI technology development
which was previously confined to institutions with large computing clusters
thereby promoting the democratization and innovation of AI technology.

Researchers use OpenDiLoCo to collaborate on the development of large language models across training nodes in different countries.
Educational institutions use the framework for distributed teaching
involving students in the AI model training process.
Enterprises train customized AI solutions globally through OpenDiLoCo in data centers.

1. Ensure access to at least two GPUs
which do not need to be in the same location.
2. Set up the environment and create an initial DHT node using the provided commands on another terminal.
3. Start the DiLoCo worker node on another terminal using the specified environment variables.
4. Set the PEER

Visit

OpenDiLoCo Visit Over Time

Monthly Visits

10525

Bounce Rate

36.17%

Page per Visit

13.4

Visit Duration

00:05:52

OpenDiLoCo Visit Trend

OpenDiLoCo Visit Geography

OpenDiLoCo Traffic Sources

OpenDiLoCo Alternatives

Coho AI — Maximize revenue from each user through personalized experiences.

Business•User Personalization•Revenue Growth

Superflex — A front-end development assistant that boosts development efficiency by 10 times.

Programming•Front-End Development•UI Design

Bosi AIPPT — One-click AI PPT generation, introducing a new way of creating presentations.

Productivity•AI Technology•Presentations

AI Comic Factory.com — Create comics without drawing skills using AI technology.

Design•AI Creation•Comic Generation

Meitu ID Photo — Capture professional ID photos in just one minute.

Image•ID Photos•Beautification

Image to Video AI — An online AI tool that converts images into videos.

Video•AI Video Generation•Image to Video

PicLumen — A free AI image generator that creates creative images at the click of a button.

Productivity•AI Image Generation•Creative Design

Microsoft Teams — An intelligent team collaboration platform that enhances work efficiency.

Productivity•Team Collaboration•Video Conferencing

My Storybook — Create and share your storybook

Education•Creation•Education

Abby Smart — Create personalized children's storybooks using AI technology.

Productivity•Artificial Intelligence•Children's Education

DeepLearning.AI — A platform offering professional courses and resources in the field of AI.

InternationalSelection•Machine Learning•Deep Learning

Microsoft Word — Intelligent writing assistant, document design, and collaboration tool.

Productivity•Document Editing•Collaboration

ReadLecture — Easily convert videos to documents, accelerating content learning and dissemination.

Productivity•Video to Document Conversion•AI Notes

Shumei Intelligent Text Detection — Efficiently identifies various sensitive, prohibited, and adult-related risk text content.

ChineseSelection•Content Review•Text Filtering

Longyuan AI Detection System — Intelligent AI writing detection system ensuring text originality and academic integrity

ChineseSelection•Academic Detection•Text Similarity Check

CNKI Personal AIGC Detection Service — Quickly and accurately identify suspected AI-generated content in academic texts.

ChineseSelection•Academic Detection•AI Technology

Youdao Translation AI Writing — Quickly generate essays, emails, and more to enhance writing efficiency.

ChineseSelection•Writing Assistance•Multilingual

OneGen — An efficient single-pass unified generation and retrieval framework suitable for large language models.

Programming•Natural Language Processing•Large Language Models

Open Source LLM Tools — A collection of open-source large language model tools.

Productivity•AI Tools•Open Source

Open-MAGVIT2 — Open-source autoregressive visual generation model project

Image•Image Generation•Autoregressive Model

GVHMR — Human motion recovery based on gravity perspective coordinates to restore world positioning.

Image•Human Motion Recovery•Computer Vision

Best AI Websites & Tools