conda

Conda 24+

Conda CLI ๋ช…๋ น์–ด ๋น ๋ฅธ ์ฐธ์กฐ โ€” ํ™˜๊ฒฝ ๊ด€๋ฆฌ, ํŒจํ‚ค์ง€ ์„ค์น˜ / ๊ฒ€์ƒ‰, ์ฑ„๋„, lockfile, ์„ค์ •, ์ •๋ฆฌ โ€” ์ž์ฃผ ์“ฐ๋Š” ์˜ต์…˜๊ณผ ์‹ค์ „ ์˜ˆ์‹œ๊นŒ์ง€ ํ•จ๊ป˜ ์ •๋ฆฌํ–ˆ์Šต๋‹ˆ๋‹ค.

๋ช…๋ น์–ด 40๊ฐœ

๋„์›€๋ง

conda --version

conda ๋ฒ„์ „, ๋ฆด๋ฆฌ์Šค ๋‚ ์งœ, ์‚ฌ์šฉ ์ค‘์ธ Python ์ธํ„ฐํ”„๋ฆฌํ„ฐ๋ฅผ ์ถœ๋ ฅํ•ฉ๋‹ˆ๋‹ค.

conda --version
conda info

ํ”Œ๋žซํผ, Python ๋ฒ„์ „, ํ™˜๊ฒฝ ๋””๋ ‰ํ„ฐ๋ฆฌ, ์ฑ„๋„ URL, ์„ค์ •๋œ ํŒจํ‚ค์ง€ ์บ์‹œ๋ฅผ ํ‘œ์‹œํ•ฉ๋‹ˆ๋‹ค.

--envs; --json; --all

conda info --envs
conda help

๋ชจ๋“  conda ํ•˜์œ„ ๋ช…๋ น์„ ๋‚˜์—ดํ•ฉ๋‹ˆ๋‹ค.

conda help
conda help <subcommand>

ํ•œ ํ•˜์œ„ ๋ช…๋ น์˜ ์ „์ฒด ํ”Œ๋ž˜๊ทธ ๋ชฉ๋ก๊ณผ ์„ค๋ช…์„ ํ‘œ์‹œํ•ฉ๋‹ˆ๋‹ค.

conda help install

์—…๋ฐ์ดํŠธ

conda update conda

ํ˜„์žฌ ์ฑ„๋„์˜ ์ตœ์‹  ๋ฒ„์ „์œผ๋กœ conda ์ž์ฒด๋ฅผ ์—…๋ฐ์ดํŠธํ•ฉ๋‹ˆ๋‹ค.

-n <env>; --all

conda update conda
conda update --all

ํ˜„์žฌ ํ™˜๊ฒฝ์˜ ๋ชจ๋“  ํŒจํ‚ค์ง€๋ฅผ ์‚ฌ์šฉ ๊ฐ€๋Šฅํ•œ ์ตœ์‹  ๋ฒ„์ „์œผ๋กœ ์—…๋ฐ์ดํŠธํ•ฉ๋‹ˆ๋‹ค.

-n <env>; --no-pin; --strict-channel-priority

conda update --all

ํ™˜๊ฒฝ

conda create -n <name>

`<name>`์ด๋ผ๋Š” ๋นˆ ์ƒˆ ํ™˜๊ฒฝ์„ ๋งŒ๋“ญ๋‹ˆ๋‹ค(๊ธฐ๋ณธ Python ๋ฒ„์ „์€ base ์ธํ„ฐํ”„๋ฆฌํ„ฐ์—์„œ).

python=<ver>; -y ํ”„๋กฌํ”„ํŠธ์— yes; --clone <env>; --file <env.yml>; -p <path>

conda create -n py-data python=3.12 -y
conda create -n <name> python=<ver>

ํŠน์ • Python ๋ฒ„์ „์— ๊ณ ์ •๋œ ํ™˜๊ฒฝ์„ ๋งŒ๋“ญ๋‹ˆ๋‹ค.

conda create -n py311 python=3.11 -y
conda env create -f <env.yml>

YAML ์‚ฌ์–‘ ํŒŒ์ผ์—์„œ ํ™˜๊ฒฝ์„ ๋งŒ๋“ญ๋‹ˆ๋‹ค โ€” ํ™˜๊ฒฝ์„ ๊ณต์œ ํ•˜๋Š” ๊ฐ€์žฅ ์žฌํ˜„ ๊ฐ€๋Šฅํ•œ ๋ฐฉ๋ฒ•์ž…๋‹ˆ๋‹ค.

-n <name>; -p <path>; --prune; --json

conda env create -f environment.yml
conda env update -f <env.yml> --prune

YAML ์‚ฌ์–‘ ํŒŒ์ผ๋กœ ๊ธฐ์กด ํ™˜๊ฒฝ์„ ์—…๋ฐ์ดํŠธํ•ฉ๋‹ˆ๋‹ค. `--prune`์€ ๋” ์ด์ƒ ๋‚˜์—ด๋˜์ง€ ์•Š์€ ํŒจํ‚ค์ง€๋ฅผ ์ œ๊ฑฐํ•ฉ๋‹ˆ๋‹ค.

conda env update -f environment.yml --prune
conda env export > environment.yml

ํ˜„์žฌ ํ™˜๊ฒฝ์„ YAML ํŒŒ์ผ๋กœ ๋‚ด๋ณด๋ƒ…๋‹ˆ๋‹ค(๊ธฐ๋ณธ์ ์œผ๋กœ ๋นŒ๋“œ ๋ฌธ์ž์—ด ์—†์Œ โ€” ํฌ๋กœ์Šค ํ”Œ๋žซํผ ์ด์‹์„ฑ์„ ์œ„ํ•ด `--no-builds` ์‚ฌ์šฉ).

--no-builds; --from-history; --json; --channel-priority strict

conda env export --from-history > environment.yml
conda activate <name>

์ด๋ฆ„(๋˜๋Š” `conda activate <path>`๋กœ ๊ฒฝ๋กœ)์œผ๋กœ ํ™˜๊ฒฝ์„ ํ™œ์„ฑํ™”ํ•ฉ๋‹ˆ๋‹ค. Windows์—์„œ๋Š” cmd.exe์—์„œ `activate <name>`์„ ์‚ฌ์šฉํ•˜์„ธ์š”.

<name>; <path>

conda activate py-data
conda deactivate

ํ˜„์žฌ ํ™˜๊ฒฝ์„ ์ข…๋ฃŒํ•˜๊ณ  base๋กœ ๋Œ์•„๊ฐ‘๋‹ˆ๋‹ค.

conda deactivate
conda env list

๋ชจ๋“  conda ํ™˜๊ฒฝ์„ ์œ„์น˜์™€ ํ•จ๊ป˜ ๋‚˜์—ดํ•ฉ๋‹ˆ๋‹ค. ํ˜„์žฌ ํ™˜๊ฒฝ์€ `*`๋กœ ๊ฐ•์กฐ๋ฉ๋‹ˆ๋‹ค.

-v `~/.conda/envs` ์•„๋ž˜ ๊ฒฝ๋กœ; --json

conda env list
conda env remove -n <name>

ํ™˜๊ฒฝ์„ ์™„์ „ํžˆ ์‚ญ์ œํ•ฉ๋‹ˆ๋‹ค.

-n <name>; -p <path>; --all; -y

conda env remove -n old-proj -y
conda env config vars set VAR=value

ํ™˜๊ฒฝ์ด ํ™œ์„ฑํ™”๋  ๋•Œ๋งˆ๋‹ค ์ž๋™ ์ ์šฉ๋˜๋Š” ํ™˜๊ฒฝ ๋ณ€์ˆ˜๋ฅผ ์„ค์ •ํ•ฉ๋‹ˆ๋‹ค.

-n <name>; -p <path>

conda env config vars set -n py-data CUDA_VISIBLE_DEVICES=0
conda rename -n <old> <new>

ํ™˜๊ฒฝ ์ด๋ฆ„์„ ๋ณ€๊ฒฝํ•ฉ๋‹ˆ๋‹ค(์ƒˆ ์ด๋ฆ„์œผ๋กœ ๋ณต์ œํ•˜๊ณ  ์ด์ „ ์ด๋ฆ„ ์ œ๊ฑฐ).

-n <old> <new>; -p <path> <new_path>; -d dry-run

conda rename -n py-data py-ml

ํŒจํ‚ค์ง€

conda install <pkg>

ํ™œ์„ฑ(๋˜๋Š” `-n`์œผ๋กœ ๋ช…๋ช…๋œ) ํ™˜๊ฒฝ์— ํŒจํ‚ค์ง€๋ฅผ ์„ค์น˜ํ•ฉ๋‹ˆ๋‹ค.

-n <env>; -p <path>; -c <channel>; -y; --update-deps; --force-reinstall; --no-deps

conda install -n py-data numpy pandas
conda install -c conda-forge <pkg>

conda-forge ์ปค๋ฎค๋‹ˆํ‹ฐ ์ฑ„๋„์—์„œ ์„ค์น˜ํ•ฉ๋‹ˆ๋‹ค(๊ธฐ๋ณธ ์ฑ„๋„๋ณด๋‹ค ์นดํƒˆ๋กœ๊ทธ๊ฐ€ ๋” ๊ด‘๋ฒ”์œ„ํ•จ).

conda install -c conda-forge nodejs
conda install pytorch torchvision torchaudio pytorch-cuda=12.1 -c pytorch -c nvidia

PyTorch ์ฑ„๋„์—์„œ GPU ์ง€์›๊ณผ ํ•จ๊ป˜ PyTorch๋ฅผ ์„ค์น˜ํ•ฉ๋‹ˆ๋‹ค.

conda install pytorch-cuda=12.1 -c pytorch -c nvidia
conda install --file <requirements.txt>

`pip` ํ˜ธํ™˜ requirements ํŒŒ์ผ์— ๋‚˜์—ด๋œ ๋ชจ๋“  ํŒจํ‚ค์ง€๋ฅผ conda๋กœ ์„ค์น˜ํ•ฉ๋‹ˆ๋‹ค.

conda install --file requirements.txt
conda search <pkg>

์„ค์ •๋œ ์ฑ„๋„์—์„œ ํŒจํ‚ค์ง€๋ฅผ ๊ฒ€์ƒ‰ํ•ฉ๋‹ˆ๋‹ค โ€” ๋ฒ„์ „, ๋นŒ๋“œ ๋ฌธ์ž์—ด, ์ฑ„๋„์„ ํ‘œ์‹œํ•ฉ๋‹ˆ๋‹ค.

-c <channel>; --info ํŒจํ‚ค์ง€ ์„ธ๋ถ€์ •๋ณด ํ‘œ์‹œ; --platform; --json

conda search 'numpy>=2.0'
conda list

ํ™œ์„ฑ ํ™˜๊ฒฝ์— ์„ค์น˜๋œ ๋ชจ๋“  ํŒจํ‚ค์ง€๋ฅผ ๋นŒ๋“œ + ์ฑ„๋„๊ณผ ํ•จ๊ป˜ ๋‚˜์—ดํ•ฉ๋‹ˆ๋‹ค.

-n <env>; -p <path>; --json; --export; --revisions ์ด๋ ฅ ํ‘œ์‹œ

conda list --export > pkglist.txt
conda list --revisions

`install / update / remove` ๋™์ž‘์˜ ์ด๋ ฅ์„ ํ‘œ์‹œํ•ฉ๋‹ˆ๋‹ค โ€” `conda install --revision <N>`์œผ๋กœ ๋กค๋ฐฑ๊ณผ ํ•จ๊ป˜ ์‚ฌ์šฉํ•˜์„ธ์š”.

conda list --revisions
conda install --revision <N>

ํ™˜๊ฒฝ์„ ๋ฆฌ๋น„์ „ `<N>`์œผ๋กœ ๋กค๋ฐฑํ•ฉ๋‹ˆ๋‹ค(`conda list --revisions` ์ฐธ์กฐ).

conda install --revision 3
conda remove <pkg>

ํŒจํ‚ค์ง€์™€ ๋” ์ด์ƒ ํ•„์š”ํ•˜์ง€ ์•Š์€ ๊ทธ ์˜์กด์„ฑ์„ ์ œ๊ฑฐํ•ฉ๋‹ˆ๋‹ค.

-n <env>; -p <path>; -y; --all; --force

conda remove -n py-data scipy -y

์ฑ„๋„

conda config --add channels <ch>

`.condarc`์— ์ฑ„๋„์„ ์ถ”๊ฐ€ํ•ฉ๋‹ˆ๋‹ค(๊ธฐ๋ณธ์ ์œผ๋กœ ๋งˆ์ง€๋ง‰์ด ๊ฐ€์žฅ ๋†’์€ ์šฐ์„ ์ˆœ์œ„ โ€” `--prepend`๋กœ ๋’ค์ง‘๊ธฐ).

-c <channel>; --prepend; --force

conda config --add channels conda-forge --prepend
conda config --remove channels <ch>

`.condarc`์—์„œ ์ฑ„๋„์„ ์ œ๊ฑฐํ•ฉ๋‹ˆ๋‹ค.

conda config --remove channels conda-forge
conda config --show channels

ํ˜„์žฌ ์ฑ„๋„ ์šฐ์„ ์ˆœ์œ„ ๋ชฉ๋ก์„ ์ถœ๋ ฅํ•ฉ๋‹ˆ๋‹ค.

--json; --system; --env

conda config --show channels
conda config --set channel_priority strict|flex|disabled

์ฑ„๋„์ด ์ถฉ๋Œ์„ ํ•ด์„ํ•˜๋Š” ๋ฐฉ์‹์„ ์ œ์–ดํ•ฉ๋‹ˆ๋‹ค. `strict`(Conda 23๋ถ€ํ„ฐ ๊ธฐ๋ณธ) = ๊ฐ€์žฅ ๋†’์€ ์šฐ์„ ์ˆœ์œ„ ์ฑ„๋„์ด ์™„์ „ํžˆ ์Šน๋ฆฌ.

conda config --set channel_priority strict

์„ค์ •

conda config --show

๋ณ‘ํ•ฉ๋œ ์„ค์ •์„ ์ถœ๋ ฅํ•ฉ๋‹ˆ๋‹ค: ~/.condarc + ์‹œ์Šคํ…œ + ํ™˜๊ฒฝ ๋ฒ”์œ„ + CLI ์žฌ์ •์˜.

--all; --json; --source; -v

conda config --show | grep -i ssl
conda config --set <key> <value>

์„ค์ • ํ‚ค๋ฅผ ์„ค์ •ํ•ฉ๋‹ˆ๋‹ค(`.condarc`์— ์“ธ ์ˆ˜ ์žˆ๋Š” ๋ชจ๋“  ๊ฒƒ).

conda config --set auto_activate_base false
conda config --describe <key>

์„ค์ • ํ‚ค์— ํ—ˆ์šฉ๋œ ๋ชจ๋“  ๊ฐ’๊ณผ ๊ธฐ๋ณธ๊ฐ’์„ ํ‘œ์‹œํ•ฉ๋‹ˆ๋‹ค.

conda config --describe channel_priority
conda config --write-default

๊ธฐ๋ณธ `.condarc`์„ ์‚ฌ์šฉ์ž ํ™ˆ์— ์”๋‹ˆ๋‹ค(ํ™•์ธ ์—†์ด ๋ฎ์–ด์“ฐ๊ธฐ).

conda config --write-default

์บ์‹œ / ์ •๋ฆฌ

conda clean --all

๋””์Šคํฌ ๊ณต๊ฐ„์„ ํ™•๋ณดํ•˜๊ธฐ ์œ„ํ•ด tarball, ์บ์‹œ๋œ ํŒจํ‚ค์ง€, lockfile, ์ธ๋ฑ์Šค ์บ์‹œ๋ฅผ ์ œ๊ฑฐํ•ฉ๋‹ˆ๋‹ค.

-y; --packages; --index-cache; --tarballs; --locks; --source-cache

conda clean --all -y
conda clean --packages

์บ์‹œ๋œ `.tar.bz2` / `.conda` ์•„์นด์ด๋ธŒ๋ฅผ ์ œ๊ฑฐํ•ฉ๋‹ˆ๋‹ค(์ƒ๋‹นํ•œ ๋””์Šคํฌ ๊ณต๊ฐ„ ์ ˆ์•ฝ).

conda clean --packages -y
conda clean --index-cache

์บ์‹œ๋œ ์ฑ„๋„ ์ธ๋ฑ์Šค๋ฅผ ์ œ๊ฑฐํ•ฉ๋‹ˆ๋‹ค. ๋‹ค์Œ ๋ช…๋ น์—์„œ ์ธ๋ฑ์Šค๋ฅผ ๋‹ค์‹œ ๋‹ค์šด๋กœ๋“œํ•ฉ๋‹ˆ๋‹ค.

conda clean --index-cache -y

๋นŒ๋“œ

conda build <recipe>

๋ ˆ์‹œํ”ผ ๋””๋ ‰ํ„ฐ๋ฆฌ์—์„œ conda ํŒจํ‚ค์ง€๋ฅผ ๋นŒ๋“œํ•ฉ๋‹ˆ๋‹ค(skeleton: conda skeleton pypi <name>).

<recipe>; --no-test; --no-build-id; -c <channel>; --output

conda build recipes/numpy

๊ธฐํƒ€

conda run -n <env> <cmd>

ํ™˜๊ฒฝ์„ ํ™œ์„ฑํ™”ํ•˜์ง€ ์•Š๊ณ  ํ™˜๊ฒฝ ๋‚ด์—์„œ ๋ช…๋ น์„ ์‹คํ–‰ํ•ฉ๋‹ˆ๋‹ค โ€” CI ์Šคํฌ๋ฆฝํŠธ์™€ cron ์ž‘์—…์—์„œ ์œ ์šฉํ•ฉ๋‹ˆ๋‹ค.

-n <env>; -p <path>; --cwd <dir>

conda run -n py-data pytest -x
conda doctor

ํ”ํ•œ ๋ฌธ์ œ๋ฅผ ์ง„๋‹จํ•ฉ๋‹ˆ๋‹ค: ํ™˜๊ฒฝ ์ƒํƒœ ๋ถˆ์ผ์น˜, ์ฑ„๋„ ์šฐ์„ ์ˆœ์œ„, ์ž ๊ธˆ ํŒŒ์ผ ๋“ฑ.

-n <env>; --verbose; --fix-checks

conda doctor

๊ด€๋ จ ๋ช…๋ น์–ด ์น˜ํŠธ์‹œํŠธ

Python ๊ฐœ๋ฐœ

uv

uv CLI ๋น ๋ฅธ ์ฐธ์กฐ โ€” Python ํ”„๋กœ์ ํŠธ ์ดˆ๊ธฐํ™”, ์˜์กด์„ฑ ๊ด€๋ฆฌ, ๊ฐ€์ƒ ํ™˜๊ฒฝ, lockfile ํ•ด์„, ํˆด ๋Ÿฌ๋„ˆ, ์ž์ฒด ์—…๋ฐ์ดํŠธ โ€” ์ž์ฃผ ์“ฐ๋Š” ์˜ต์…˜๊ณผ ์‹ค์ „ ์˜ˆ์‹œ๊นŒ์ง€ ํ•จ๊ป˜ ์ •๋ฆฌํ–ˆ์Šต๋‹ˆ๋‹ค.

๋ช…๋ น์–ด 39๊ฐœ

uv 0.4+

Python ๊ฐœ๋ฐœ

pip

pip ํŒจํ‚ค์ง€ ์„ค์น˜ ๋„๊ตฌ CLI ๋น ๋ฅธ ์ฐธ์กฐ โ€” install / uninstall / inspect ํŒจํ‚ค์ง€, ๊ฐ€์ƒ ํ™˜๊ฒฝ, requirements ํŒŒ์ผ, ์„ค์ •, ์ธ๋ฑ์Šค ๊ด€๋ฆฌ โ€” ์ž์ฃผ ์“ฐ๋Š” ์˜ต์…˜๊ณผ ์‹ค์ „ ์˜ˆ์‹œ๊นŒ์ง€ ํ•จ๊ป˜ ์ •๋ฆฌํ–ˆ์Šต๋‹ˆ๋‹ค.

๋ช…๋ น์–ด 37๊ฐœ

pip 24+

Python ๊ฐœ๋ฐœ

pytest

pytest CLI ๋น ๋ฅธ ์ฐธ์กฐ โ€” ํ…Œ์ŠคํŠธ ๋””์Šค์ปค๋ฒ„๋ฆฌ, ์„ ํƒ, ํ”ฝ์Šค์ฒ˜, ๋งˆ์ปค, ๋ณ‘๋ ฌ ์ฒ˜๋ฆฌ, parametrize โ€” ์ž์ฃผ ์“ฐ๋Š” ์˜ต์…˜๊ณผ ์‹ค์ „ ์˜ˆ์‹œ๊นŒ์ง€ ํ•จ๊ป˜ ์ •๋ฆฌํ–ˆ์Šต๋‹ˆ๋‹ค.

๋ช…๋ น์–ด 34๊ฐœ

pytest 8+

Conda ์†Œ๊ฐœ

Conda๋Š” 2012๋…„ Continuum Analytics(ํ˜„ Anaconda Inc)๊ฐ€ ์ฒ˜์Œ ์ถœ์‹œํ•œ ์˜คํ”ˆ์†Œ์Šค ํŒจํ‚ค์ง€ ๋ฐ ํ™˜๊ฒฝ ๋งค๋‹ˆ์ €์ž…๋‹ˆ๋‹ค. pip + virtualenv๊ฐ€ NumPy, SciPy, scikit-learn, PyTorch ๊ฐ™์€ ๊ณผํ•™ ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ๋ฅผ ์ž์ฒด ์™„๊ฒฐ๋œ ๋ฐฉ์‹์œผ๋กœ ์„ค์น˜ํ•  ์ˆ˜ ์—†์—ˆ๊ธฐ ๋•Œ๋ฌธ์— ๋งŒ๋“ค์–ด์กŒ์Šต๋‹ˆ๋‹ค โ€” ์ด๋Ÿฐ ํŒจํ‚ค์ง€๋Š” ์ปดํŒŒ์ผ๋œ C / Fortran / CUDA ๋ฐ”์ด๋„ˆ๋ฆฌ๋ฅผ ๋ฌถ์–ด ์ œ๊ณตํ•˜๋Š”๋ฐ, pip๊ฐ€ ์•ˆ์ •์ ์œผ๋กœ ํ•ด์„ํ•˜์ง€ ๋ชปํ–ˆ๊ธฐ ๋•Œ๋ฌธ์ž…๋‹ˆ๋‹ค. Conda๋Š” Python, R, Lua, Ruby ๋ฐ ๋Œ€๋ถ€๋ถ„์˜ ๋‹ค๋ฅธ ์–ธ์–ด ๋Ÿฐํƒ€์ž„์„ ์œ„ํ•œ ์‚ฌ์ „ ๋นŒ๋“œ ํŒจํ‚ค์ง€๋ฅผ ๋ฐฐํฌํ•˜๊ณ , ์ด๋ฅผ ๊ฒฉ๋ฆฌ๋œ ํ™˜๊ฒฝ์— ์„ค์น˜ํ•ฉ๋‹ˆ๋‹ค. ํ˜„์žฌ ์•ˆ์ • ๋ผ์ธ์€ Conda 24+์ž…๋‹ˆ๋‹ค. ์ƒˆ๋กœ์šด libmamba ์†”๋ฒ„(`conda-libmamba-solver`, Conda 23.10๋ถ€ํ„ฐ ๊ธฐ๋ณธ)๋Š” mamba C++ ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ ์œ„์— ์˜์กด์„ฑ ํ•ด์„์„ ๋‹ค์‹œ ๊ตฌํ˜„ํ•ด ํ•ด์„ ์‹œ๊ฐ„์„ ๋ถ„ ๋‹จ์œ„์—์„œ ๋ฐ€๋ฆฌ์ดˆ ๋‹จ์œ„๋กœ ์ค„์˜€์Šต๋‹ˆ๋‹ค. ์ž์ฃผ ์“ฐ๋Š” ๊ด€๋ จ ํˆด๋กœ๋Š” `mamba`(๋“œ๋กญ์ธ CLI ๋Œ€์ฒด), `micromamba`(CI / Docker์—์„œ ์‚ฌ์šฉ๋˜๋Š” ๋‹จ์ผ ๋ฐ”์ด๋„ˆ๋ฆฌ ์„ค์น˜ ํ”„๋กœ๊ทธ๋žจ), `pixi`(์ฐจ์„ธ๋Œ€ Rust ๊ธฐ๋ฐ˜ conda + lockfile ๋งค๋‹ˆ์ €)๊ฐ€ ์žˆ์Šต๋‹ˆ๋‹ค. Conda๋Š” GPLv3 ๋ผ์ด์„ ์Šค์ด๋ฉฐ, Anaconda ๋ฐฐํฌํŒ์€ ๋Œ€๊ทœ๋ชจ ์กฐ์ง์„ ์œ„ํ•œ ์ƒ์šฉ ํ‹ฐ์–ด๋ฅผ ์ถ”๊ฐ€ํ•ฉ๋‹ˆ๋‹ค. ๊ธฐ๋ณธ์ ์œผ๋กœ Conda๋Š” `repo.anaconda.com`๊ณผ ๊ธฐํƒ€ ์„ค์ •๋œ ์ฑ„๋„์—์„œ ๋‹ค์šด๋กœ๋“œํ•˜๋ฉฐ, ์ฝ”๋“œ๋Š” ์—…๋กœ๋“œํ•˜์ง€ ์•Š์Šต๋‹ˆ๋‹ค.

์น˜ํŠธ์‹œํŠธ ๋ฒ„์ „ 1.0.0