Alpa is a system for training and serving large-scale neural networks. Scaling neural networks to hundreds of billions of parameters has enabled dramatic breakthroughs such as GPT-3, but training and serving these large-scale neural networks require complicated distributed system techniques. Alpa aims to automate large-scale distributed training and serving with just a few lines of code.

Features

  • Automatic Parallelization
  • Excellent Performance
  • Tight Integration with Machine Learning Ecosystem
  • Alpa automatically parallelizes users' single-device code on distributed clusters with data, operator, and pipeline parallelism
  • Alpa achieves linear scaling on training models with billions of parameters on distributed clusters.
  • Alpa is backed by open-source, high-performance, and production-ready libraries such as Jax, XLA, and Ray.

Project Samples

Alpa Screenshot 1

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Categories

Artificial Intelligence, Neural Network Libraries, Large Language Models (LLM)

License

Apache License V2.0

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Additional Project Details

Programming Language

Python

Related Categories

Python Artificial Intelligence Software, Python Neural Network Libraries, Python Large Language Models (LLM)

Registered

2023-03-23
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