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Branch-Train-Merge: Embarrassingly Parallel Training of Expert Language Models on bacalhau #490

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js-ts opened this issue Aug 15, 2022 · 1 comment
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@js-ts
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js-ts commented Aug 15, 2022

ETA: 2023Q2

source https://twitter.com/jay_wooow/status/1556589324879085568?s=21&t=0zZfExIRj-ddccFHQ07yvA

Branch-Train-Merge: Embarrassingly Parallel Training of Expert Language Models
abs: https://arxiv.org/abs/2208.03306

BTM training, a new algorithm to train an ELMFOREST, which contains many EXPERT LMs that can be added and removed, ensembled, or parameter averaged at any time

code https://github.com/hadasah/btm (model released!)

Stages

  • Check for updates to the repo https://github.com/hadasah/btm
  • get to run on google colab
  • convert the notebook into a python script and run it on bacalhau GPU
@aronchick
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@js-ts did you work on this?

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