https://github.com/cloneofsimo/scaling-guide

WIP

https://github.com/cloneofsimo/scaling-guide

Science Score: 13.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • CITATION.cff file
  • codemeta.json file
    Found codemeta.json file
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  • Scientific vocabulary similarity
    Low similarity (1.6%) to scientific vocabulary
Last synced: 6 months ago · JSON representation

Repository

WIP

Basic Info
  • Host: GitHub
  • Owner: cloneofsimo
  • Language: Python
  • Default Branch: master
  • Homepage:
  • Size: 266 KB
Statistics
  • Stars: 93
  • Watchers: 9
  • Forks: 1
  • Open Issues: 0
  • Releases: 0
Created over 1 year ago · Last pushed over 1 year ago
Metadata Files
Readme

README.md

Almost Comprehensive Scaling Guide for Transformer Training

WIP

Feature

Activation Tracking:

alt text

Weight Update Tracking:

alt text

Scope:

  • Kaplan vs Chinchilla
  • SP vs muP vs layerwise SP
  • adamW weight decay
  • infinite lr scheduler
  • batch_size vs lr (sqrt BS law)
  • agd-muP (spectral initialization vs classic muP)
  • adam-atan2
  • data dependent lr tranfer
  • embedding lr transfer
  • u-muP

Shoutout

Thanks to Fal.ai for providing compute to run these experiments.

Owner

  • Name: Simo Ryu
  • Login: cloneofsimo
  • Kind: user
  • Company: Corca AI

Cats are Turing machines cloneofsimo@gmail.com

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