Server Setup Guide - KU-BIG/KUBIG_Wiki GitHub Wiki

1. pip3 ์„ค์น˜

sudo apt-get update
sudo apt-get install python3-pip
  • pip๋ž€? Python Package ์„ค์น˜, ๋ฒ„์ „ ๊ด€๋ฆฌ๋ฅผ ๋„์™€์ฃผ๋Š” ํˆด
  • Ubuntu 18.04์— ๊ธฐ๋ณธ์ ์œผ๋กœ Python 3.6.8์ด ์„ค์น˜๋˜์–ด์žˆ๋Š” ๊ฒƒ์œผ๋กœ ๋ณด์ž…๋‹ˆ๋‹ค

2. Jupyter Lab ์„ค์น˜

sudo pip3 install jupyterlab

3. ๊ทธ ์™ธ ๋งŽ์ด ์“ฐ๋Š” ํŒจํ‚ค์ง€๋“ค

sudo pip3 install numpy
sudo pip3 install pandas
sudo pip3 install matplotlib
sudo pip3 install seaborn
sudo pip3 install sklearn
sudo pip3 install xgboost
sudo pip3 install catboost
sudo pip3 install lightgbm
...
sudo pip3 install [ํŒจํ‚ค์ง€๋ช…]

4 GPU Support

4-1 CPU ๋นŒ๋“œ

Pytorch

pip3 install torch==1.2.0+cpu torchvision==0.4.0+cpu -f https://download.pytorch.org/whl/torch_stable.html

4-2. GPU ๋นŒ๋“œ

  • ์„œ๋ฒ„ GPU๋กœ ์„ธํŒ…ํ•ด๋ณด๊ณ  ์—…๋ฐ์ดํŠธํ• ๊ฒŒ์š”

์œ„ ๋ช…๋ น์–ด ์‹คํ–‰ ํ›„, ์ธํ„ฐ๋„ท ๋ธŒ๋ผ์šฐ์ €์—์„œ localhost:9999 ๋กœ ์ ‘์†

[์ค‘์š”] ์ธ์Šคํ„ด์Šค๋ฅผ ์ผœ๋‘๋ฉด ์š”๊ธˆ์ด ๊ณ„์† ๊ณผ๊ธˆ๋˜๋‹ˆ, ์‚ฌ์šฉํ›„์—๋Š” ์ธ์Šคํ„ด์Šค๋ฅผ ๊ผญ ๊บผ์ฃผ์„ธ์š”

Issues

Q. ๋ญ”๊ฐ€๊ฐ€ ์ž˜ ์•ˆ๋Œ์•„๊ฐ€์š” + ์„ค์น˜ํ•˜๋‹ค ๋นจ๊ฐ„ ์ค„์„ ๋ณด์•˜์–ด์š”

์‚ญ์ œ

sudo pip3 uninstall [ํŒจํ‚ค์ง€๋ช…]

์ƒ์œ„ ๋ฒ„์ „์œผ๋กœ ์—…๊ทธ๋ ˆ์ด๋“œ

sudo pip3 install [ํŒจํ‚ค์ง€๋ช…] --upgrade

์žฌ์„ค์น˜

sudo pip3 install [ํŒจํ‚ค์ง€๋ช…] --force-reinstall

์—ฌ๊ธฐ์„œ๋Š” ๊ทธ๋ ‡์ง€ ์•Š๊ฒ ์ง€๋งŒ, ๋‹ค๋ฅธ ํ™˜๊ฒฝ์—์„œ sudo๊ถŒํ•œ์ด ์—†์„ ๊ฒฝ์šฐ

pip3 install [ํŒจํ‚ค์ง€๋ช…] --user

์ปดํ“จํ„ฐ์— ๋ฌธ์ œ๊ฐ€ ์ƒ๊ธฐ๋ฉด ์ปดํ“จํ„ฐ๋ฅผ ๋•Œ๋ฆฌ๊ฑฐ๋‚˜, ์ง€์šฐ๊ณ  ๋‹ค์‹œ ๊นŒ๋Š”๊ฒŒ ์ œ์ผ ํ˜„๋ช…ํ•œ ๋ฐฉ๋ฒ•์ž…๋‹ˆ๋‹ค