What is DeepSpeed?
It is a deep learning optimization library that makes distributed training easy, efficient, and effective. It can train DL models with over a hundred billion parameters on the current generation of GPU clusters while achieving over 5x in system performance compared to the state-of-art. Early adopters of DeepSpeed have already produced a language model (LM) with over 17B parameters called Turing-NLG, establishing a new SOTA in the LM category.
DeepSpeed is a tool in the Machine Learning Tools category of a tech stack.
DeepSpeed is an open source tool with 35.9K GitHub stars and 4.2K GitHub forks. Here’s a link to DeepSpeed's open source repository on GitHub
Who uses DeepSpeed?
Developers
10 developers on StackShare have stated that they use DeepSpeed.
DeepSpeed Integrations
DeepSpeed's Features
- Distributed Training with Mixed Precision
- Model Parallelism
- Memory and Bandwidth Optimizations
- Simplified training API
- Gradient Clipping
- Automatic loss scaling with mixed precision
- Simplified Data Loader
- Performance Analysis and Debugging
DeepSpeed Alternatives & Comparisons
What are some alternatives to DeepSpeed?
Postman
It is the only complete API development environment, used by nearly five million developers and more than 100,000 companies worldwide.
Postman
It is the only complete API development environment, used by nearly five million developers and more than 100,000 companies worldwide.
Stack Overflow
Stack Overflow is a question and answer site for professional and enthusiast programmers. It's built and run by you as part of the Stack Exchange network of Q&A sites. With your help, we're working together to build a library of detailed answers to every question about programming.
Google Maps
Create rich applications and stunning visualisations of your data, leveraging the comprehensiveness, accuracy, and usability of Google Maps and a modern web platform that scales as you grow.
Elasticsearch
Elasticsearch is a distributed, RESTful search and analytics engine capable of storing data and searching it in near real time. Elasticsearch, Kibana, Beats and Logstash are the Elastic Stack (sometimes called the ELK Stack).
