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[python]파이썬 - pip와 가상환경

by skysline 2023. 1. 26.
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PIP 란?

  • Package installer for Python
  • Python 패키지를 설치하고 관리하는 패키지 매니저
  • Python 3.4 버전 이후에는 설치되어있다.
  • https://pypi.org
 
  • 현재 설치된 패키지 리스트와 버전을 출력
pip list
 
 
 
!pip list
 
Package                       Version
----------------------------- ----------------------------
absl-py                       1.2.0
aiohttp                       3.8.1
aiosignal                     1.2.0
alabaster                     0.7.12
albumentations                1.2.1
altair                        4.2.0
appdirs                       1.4.4
argon2-cffi                   21.3.0
argon2-cffi-bindings          21.2.0
arviz                         0.12.1
astor                         0.8.1
astropy                       4.3.1
astunparse                    1.6.3
async-timeout                 4.0.2
asynctest                     0.13.0
atari-py                      0.2.9
atomicwrites                  1.4.1
attrs                         22.1.0
audioread                     2.1.9
autograd                      1.4
Babel                         2.10.3
backcall                      0.2.0
beautifulsoup4                4.6.3
bleach                        5.0.1
blis                          0.7.8
bokeh                         2.3.3
branca                        0.5.0
bs4                           0.0.1
CacheControl                  0.12.11
cached-property               1.5.2
cachetools                    4.2.4
catalogue                     2.0.8
certifi                       2022.6.15
cffi                          1.15.1
cftime                        1.6.1
chardet                       3.0.4
charset-normalizer            2.1.0
click                         7.1.2
clikit                        0.6.2
cloudpickle                   1.3.0
cmake                         3.22.6
cmdstanpy                     1.0.4
colorcet                      3.0.0
colorlover                    0.3.0
community                     1.0.0b1
contextlib2                   0.5.5
convertdate                   2.4.0
crashtest                     0.3.1
crcmod                        1.7
cufflinks                     0.17.3
cvxopt                        1.3.0
cvxpy                         1.2.1
cycler                        0.11.0
cymem                         2.0.6
Cython                        0.29.32
daft                          0.0.4
dask                          2.12.0
datascience                   0.17.5
debugpy                       1.0.0
decorator                     4.4.2
defusedxml                    0.7.1
deprecat                      2.1.1
descartes                     1.1.0
dill                          0.3.5.1
distributed                   1.25.3
dlib                          19.24.0
dm-tree                       0.1.7
docutils                      0.17.1
dopamine-rl                   1.0.5
earthengine-api               0.1.317
easydict                      1.9
ecos                          2.0.10
editdistance                  0.5.3
en-core-web-sm                3.4.0
entrypoints                   0.4
ephem                         4.1.3
et-xmlfile                    1.1.0
etils                         0.6.0
fa2                           0.3.5
fastai                        2.7.7
fastcore                      1.5.13
fastdownload                  0.0.7
fastdtw                       0.3.4
fastjsonschema                2.16.1
fastprogress                  1.0.3
fastrlock                     0.8
feather-format                0.4.1
filelock                      3.7.1
firebase-admin                4.4.0
fix-yahoo-finance             0.0.22
Flask                         1.1.4
flatbuffers                   2.0
folium                        0.12.1.post1
frozenlist                    1.3.0
future                        0.16.0
gast                          0.5.3
GDAL                          2.2.2
gdown                         4.4.0
gensim                        3.6.0
geographiclib                 1.52
geopy                         1.17.0
gin-config                    0.5.0
glob2                         0.7
google                        2.0.3
google-api-core               1.31.6
google-api-python-client      1.12.11
google-auth                   1.35.0
google-auth-httplib2          0.0.4
google-auth-oauthlib          0.4.6
google-cloud-bigquery         1.21.0
google-cloud-bigquery-storage 1.1.2
google-cloud-core             1.0.3
google-cloud-datastore        1.8.0
google-cloud-firestore        1.7.0
google-cloud-language         1.2.0
google-cloud-storage          1.18.1
google-cloud-translate        1.5.0
google-colab                  1.0.0
google-pasta                  0.2.0
google-resumable-media        0.4.1
googleapis-common-protos      1.56.4
googledrivedownloader         0.4
graphviz                      0.10.1
greenlet                      1.1.2
grpcio                        1.47.0
gspread                       3.4.2
gspread-dataframe             3.0.8
gym                           0.17.3
h5py                          3.1.0
HeapDict                      1.0.1
hijri-converter               2.2.4
holidays                      0.14.2
holoviews                     1.14.9
html5lib                      1.0.1
httpimport                    0.5.18
httplib2                      0.17.4
httplib2shim                  0.0.3
httpstan                      4.6.1
humanize                      0.5.1
hyperopt                      0.1.2
idna                          2.10
imageio                       2.9.0
imagesize                     1.4.1
imbalanced-learn              0.8.1
imblearn                      0.0
imgaug                        0.4.0
importlib-metadata            4.12.0
importlib-resources           5.9.0
imutils                       0.5.4
inflect                       2.1.0
intel-openmp                  2022.1.0
intervaltree                  2.1.0
ipykernel                     4.10.1
ipython                       5.5.0
ipython-genutils              0.2.0
ipython-sql                   0.3.9
ipywidgets                    7.7.1
itsdangerous                  1.1.0
jax                           0.3.14
jaxlib                        0.3.14+cuda11.cudnn805
jedi                          0.18.1
jieba                         0.42.1
Jinja2                        2.11.3
joblib                        1.1.0
jpeg4py                       0.1.4
jsonschema                    4.3.3
jupyter                       1.0.0
jupyter-client                5.3.5
jupyter-console               5.2.0
jupyter-core                  4.11.1
jupyterlab-pygments           0.2.2
jupyterlab-widgets            1.1.1
kaggle                        1.5.12
kapre                         0.3.7
keras                         2.8.0
Keras-Preprocessing           1.1.2
keras-vis                     0.4.1
kiwisolver                    1.4.4
korean-lunar-calendar         0.2.1
langcodes                     3.3.0
libclang                      14.0.6
librosa                       0.8.1
lightgbm                      2.2.3
llvmlite                      0.39.0
lmdb                          0.99
LunarCalendar                 0.0.9
lxml                          4.9.1
Markdown                      3.4.1
MarkupSafe                    2.0.1
marshmallow                   3.17.0
matplotlib                    3.2.2
matplotlib-inline             0.1.3
matplotlib-venn               0.11.7
missingno                     0.5.1
mistune                       0.8.4
mizani                        0.6.0
mkl                           2019.0
mlxtend                       0.14.0
more-itertools                8.13.0
moviepy                       0.2.3.5
mpmath                        1.2.1
msgpack                       1.0.4
multidict                     6.0.2
multitasking                  0.0.11
murmurhash                    1.0.7
music21                       5.5.0
natsort                       5.5.0
nbclient                      0.6.6
nbconvert                     5.6.1
nbformat                      5.4.0
nest-asyncio                  1.5.5
netCDF4                       1.6.0
networkx                      2.6.3
nibabel                       3.0.2
nltk                          3.7
notebook                      5.3.1
numba                         0.56.0
numexpr                       2.8.3
numpy                         1.21.6
oauth2client                  4.1.3
oauthlib                      3.2.0
okgrade                       0.4.3
opencv-contrib-python         4.6.0.66
opencv-python                 4.6.0.66
opencv-python-headless        4.6.0.66
openpyxl                      3.0.10
opt-einsum                    3.3.0
osqp                          0.6.2.post0
packaging                     21.3
palettable                    3.3.0
pandas                        1.3.5
pandas-datareader             0.9.0
pandas-gbq                    0.13.3
pandas-profiling              1.4.1
pandocfilters                 1.5.0
panel                         0.12.1
param                         1.12.2
parso                         0.8.3
pastel                        0.2.1
pathlib                       1.0.1
pathy                         0.6.2
patsy                         0.5.2
pep517                        0.13.0
pexpect                       4.8.0
pickleshare                   0.7.5
Pillow                        7.1.2
pip                           21.1.3
pip-tools                     6.2.0
pkgutil-resolve-name          1.3.10
plotly                        5.5.0
plotnine                      0.6.0
pluggy                        0.7.1
pooch                         1.6.0
portpicker                    1.3.9
prefetch-generator            1.0.1
preshed                       3.0.6
prettytable                   3.3.0
progressbar2                  3.38.0
prometheus-client             0.14.1
promise                       2.3
prompt-toolkit                1.0.18
prophet                       1.1
protobuf                      3.17.3
psutil                        5.4.8
psycopg2                      2.9.3
ptyprocess                    0.7.0
py                            1.11.0
pyarrow                       6.0.1
pyasn1                        0.4.8
pyasn1-modules                0.2.8
pycocotools                   2.0.4
pycparser                     2.21
pyct                          0.4.8
pydantic                      1.9.1
pydata-google-auth            1.4.0
pydot                         1.3.0
pydot-ng                      2.0.0
pydotplus                     2.0.2
PyDrive                       1.3.1
pyemd                         0.5.1
pyerfa                        2.0.0.1
pyglet                        1.5.0
Pygments                      2.6.1
pygobject                     3.26.1
pylev                         1.4.0
pymc3                         3.11.5
PyMeeus                       0.5.11
pymongo                       4.2.0
pymystem3                     0.2.0
PyOpenGL                      3.1.6
pyparsing                     3.0.9
pyrsistent                    0.18.1
pysimdjson                    3.2.0
pysndfile                     1.3.8
PySocks                       1.7.1
pystan                        3.3.0
pytest                        3.6.4
python-apt                    0.0.0
python-chess                  0.23.11
python-dateutil               2.8.2
python-louvain                0.16
python-slugify                6.1.2
python-utils                  3.3.3
pytz                          2022.1
pyviz-comms                   2.2.0
PyWavelets                    1.3.0
PyYAML                        3.13
pyzmq                         23.2.0
qdldl                         0.1.5.post2
qtconsole                     5.3.1
QtPy                          2.1.0
qudida                        0.0.4
regex                         2022.6.2
requests                      2.23.0
requests-oauthlib             1.3.1
resampy                       0.3.1
rpy2                          3.4.5
rsa                           4.9
scikit-image                  0.18.3
scikit-learn                  1.0.2
scipy                         1.7.3
screen-resolution-extra       0.0.0
scs                           3.2.0
seaborn                       0.11.2
semver                        2.13.0
Send2Trash                    1.8.0
setuptools                    57.4.0
setuptools-git                1.2
Shapely                       1.8.2
simplegeneric                 0.8.1
six                           1.15.0
sklearn                       0.0
sklearn-pandas                1.8.0
smart-open                    5.2.1
snowballstemmer               2.2.0
sortedcontainers              2.4.0
SoundFile                     0.10.3.post1
soupsieve                     2.3.2.post1
spacy                         3.4.1
spacy-legacy                  3.0.9
spacy-loggers                 1.0.3
Sphinx                        1.8.6
sphinxcontrib-serializinghtml 1.1.5
sphinxcontrib-websupport      1.2.4
SQLAlchemy                    1.4.39
sqlparse                      0.4.2
srsly                         2.4.4
statsmodels                   0.10.2
sympy                         1.7.1
tables                        3.7.0
tabulate                      0.8.10
tblib                         1.7.0
tenacity                      8.0.1
tensorboard                   2.8.0
tensorboard-data-server       0.6.1
tensorboard-plugin-wit        1.8.1
tensorflow                    2.8.2+zzzcolab20220719082949
tensorflow-datasets           4.6.0
tensorflow-estimator          2.8.0
tensorflow-gcs-config         2.8.0
tensorflow-hub                0.12.0
tensorflow-io-gcs-filesystem  0.26.0
tensorflow-metadata           1.9.0
tensorflow-probability        0.16.0
termcolor                     1.1.0
terminado                     0.13.3
testpath                      0.6.0
text-unidecode                1.3
textblob                      0.15.3
Theano-PyMC                   1.1.2
thinc                         8.1.0
threadpoolctl                 3.1.0
tifffile                      2021.11.2
tinycss2                      1.1.1
toml                          0.10.2
tomli                         2.0.1
toolz                         0.12.0
torch                         1.12.0+cu113
torchaudio                    0.12.0+cu113
torchsummary                  1.5.1
torchtext                     0.13.0
torchvision                   0.13.0+cu113
tornado                       5.1.1
tqdm                          4.64.0
traitlets                     5.1.1
tweepy                        3.10.0
typeguard                     2.7.1
typer                         0.4.2
typing-extensions             4.1.1
tzlocal                       1.5.1
ujson                         5.4.0
uritemplate                   3.0.1
urllib3                       1.24.3
vega-datasets                 0.9.0
wasabi                        0.10.1
wcwidth                       0.2.5
webargs                       8.2.0
webencodings                  0.5.1
Werkzeug                      1.0.1
wheel                         0.37.1
widgetsnbextension            3.6.1
wordcloud                     1.8.2.2
wrapt                         1.14.1
xarray                        0.20.2
xarray-einstats               0.2.2
xgboost                       0.90
xkit                          0.0.0
xlrd                          1.1.0
xlwt                          1.3.0
yarl                          1.8.1
yellowbrick                   1.4
zict                          2.2.0
zipp                          3.8.1
 
  • 패키지 설치하기
pip install <패키지이름>
 
!pip install catboost
 
Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/
Collecting catboost
  Downloading catboost-1.0.6-cp37-none-manylinux1_x86_64.whl (76.6 MB)
     |████████████████████████████████| 76.6 MB 1.2 MB/s 
Requirement already satisfied: numpy>=1.16.0 in /usr/local/lib/python3.7/dist-packages (from catboost) (1.21.6)
Requirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (from catboost) (3.2.2)
Requirement already satisfied: plotly in /usr/local/lib/python3.7/dist-packages (from catboost) (5.5.0)
Requirement already satisfied: scipy in /usr/local/lib/python3.7/dist-packages (from catboost) (1.7.3)
Requirement already satisfied: graphviz in /usr/local/lib/python3.7/dist-packages (from catboost) (0.10.1)
Requirement already satisfied: pandas>=0.24.0 in /usr/local/lib/python3.7/dist-packages (from catboost) (1.3.5)
Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from catboost) (1.15.0)
Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.24.0->catboost) (2.8.2)
Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.24.0->catboost) (2022.1)
Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->catboost) (1.4.4)
Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->catboost) (3.0.9)
Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib->catboost) (0.11.0)
Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from kiwisolver>=1.0.1->matplotlib->catboost) (4.1.1)
Requirement already satisfied: tenacity>=6.2.0 in /usr/local/lib/python3.7/dist-packages (from plotly->catboost) (8.0.1)
Installing collected packages: catboost
Successfully installed catboost-1.0.6
 
  • 패키지 삭제하기
    pip uninstall <패키지이름>
 
!pip uninstall catboost
 
Found existing installation: catboost 1.0.6
Uninstalling catboost-1.0.6:
  Would remove:
    /usr/local/etc/jupyter/nbconfig/notebook.d/catboost-widget.json
    /usr/local/lib/python3.7/dist-packages/catboost-1.0.6.dist-info/*
    /usr/local/lib/python3.7/dist-packages/catboost/*
    /usr/local/share/jupyter/labextensions/catboost-widget/package.json
    /usr/local/share/jupyter/labextensions/catboost-widget/static/138.594e2e2f9fae55d2125b.js
    /usr/local/share/jupyter/labextensions/catboost-widget/static/479.8635cb839b51b24dbe44.js
    /usr/local/share/jupyter/labextensions/catboost-widget/static/479.8635cb839b51b24dbe44.js.LICENSE.txt
    /usr/local/share/jupyter/labextensions/catboost-widget/static/486.c2672c1c6aabd4dcb1c5.js
    /usr/local/share/jupyter/labextensions/catboost-widget/static/486.c2672c1c6aabd4dcb1c5.js.LICENSE.txt
    /usr/local/share/jupyter/labextensions/catboost-widget/static/755.f7277b38a5f70148dece.js
    /usr/local/share/jupyter/labextensions/catboost-widget/static/755.f7277b38a5f70148dece.js.LICENSE.txt
    /usr/local/share/jupyter/labextensions/catboost-widget/static/908.11316378aafcadcd81b8.js
    /usr/local/share/jupyter/labextensions/catboost-widget/static/remoteEntry.ebd57709384ca584b1c0.js
    /usr/local/share/jupyter/labextensions/catboost-widget/static/style.js
    /usr/local/share/jupyter/nbextensions/catboost-widget/extension.js
    /usr/local/share/jupyter/nbextensions/catboost-widget/index.js
Proceed (y/n)? y
  Successfully uninstalled catboost-1.0.6
 
  • 설치되어있는 패키지 기록해놓기
pip freeze > requirements.txt
 
!pip freeze > requirements.txt
 
 
  • 기록해 놓은 파일을 이용해서 개발환경 복구하기
pip install -r requirements.txt
 

파이썬 가상환경이란?

  • 독립적인 파이썬 실행 환경
  • 각각의 가상환경은 다른 가상환경에 영향을 미치지 않는다.
    • Python 3.4 이후 버전에서는 기본적으로 지원
    • 사용자가 지정한 폴더에 파이썬및 기본 패키지들이 설치
 
 

가상환경 명령어

 
  • 가상환경 생성하기
python -m venv <가상환경이름>
 
  • 가상환경 진입하기(Windows)
<가상환경이름>\Scripts\activate
 
  • 가상환경 진입하기(Linux)
source <가상환경이름>/bin/activate
 
  • 가상환경에서 빠져나오기
    deactivate
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