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bloomcoder's Introduction

BloomCoder

A scalable fine-tuning implementation utilizing the Bloom model for code generation.

Usage

$ git clone https://github.com/conceptofmind/BloomCoder.git
$ cd BloomCoder
$ colossalai run --nproc_per_node 1 train.py --use_trainer

Developer Updates

Developer updates can be found on:

TODO:

  • Add logging with Weights and Biases
  • Build data loaders
  • Setup ColossalAI engine
  • Implement ZeRO

Author:

  • Enrico Shippole

Additional Information:

You can find more information, about Bloom, on the main website at https://bigscience.huggingface.co. You can also follow BigScience on Twitter at https://twitter.com/BigScienceW. Huggingface provides a section in their transformers documentation for training models in native pytorch.

Citations:

@article{bian2021colossal,
  title={Colossal-AI: A Unified Deep Learning System For Large-Scale Parallel Training},
  author={Bian, Zhengda and Liu, Hongxin and Wang, Boxiang and Huang, Haichen and Li, Yongbin and Wang, Chuanrui and Cui, Fan and You, Yang},
  journal={arXiv preprint arXiv:2110.14883},
  year={2021}
}

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