195 KiB
195 KiB
Inżynieria uczenia maszynowego
9. Środowiska wirtualne [laboratoria]
Tomasz Ziętkiewicz (2022)
Python Virtual Env
- Python posiada wbudowany mechanizm do zarządzania wirtualnymi środowiskami
- Nie mylić z bardziej rozbudowanym virtualenv (dla Python 2)
- Umożliwia używanie różnych wersji bibliotek do różnych zastosowań
- Dotyczy on tylko bibliotek pythona
- Więcej informacji: https://packaging.python.org/guides/installing-using-pip-and-virtual-environments/
Poniżej stworzymy środowisko w katalogu ./myenv:
$ python3 -m venv myenv
Teraz możemy je aktywować:
$ source ./myenv/bin/activate
(myenv) $ which python
/home/tomek/myenv/bin/python
I modyfikować instalując zależności:
(myenv) $ python3 -m pip install requests
Środowisko możemy deaktywować poprzez:
deactivate
Środowisko można udostępnić kopiując cały katalog ze środowiskiem
pipx
- pipx: polecenie, które instaluje moduł Pythonowy w odrębnym środowisku wirtualnym venv
- jednocześnie dodaje powiązane z nim polecenie ("Command line entry point") do zmiennej
PATH - w ten sposób możemy zainstalować polecenie, które będzie globalnie dostępne a jednocześnie nie będzie "mieszało" w zależnościach modułów Pythonowych. Umożliwia to uniknięcie konfliktów między zależnościami i jednocześnie umożliwia dostęp do polecenia oferowanego przez moduł z poziomu systemu (bez ręcznej aktywacji środowiska)
- więcej informacji: https://packaging.python.org/guides/installing-stand-alone-command-line-tools/
- https://github.com/pypa/pipx
Conda
_Package, dependency and environment management for any language—Python, R, Ruby, Lua, Scala, Java, JavaScript, C/ C++, FORTRAN, and more.
Conda umożliwia zarządzanie:
- środowiskami (jak venv)
- paczkami i zależnościami (jak pip)
Dokumentacja: https://docs.conda.io/en/latest/
Różnice między Conda a venv źródło:
- Dowolna wersja Python w Conda (inna niż systemowa)
- Conda zarządza też zależnościami innymi niż Pythonowe
- Paczki w PyPI (używane przez
pip) pochodzą od ich autorów. Paczki w conda są budowane przez conda albo społeczność conda-forge
Dystrybucje: Anaconda i MiniConda
Conda jest dostępna w dwóch dystrybcjach:
- Miniconda:
- wymaga 400 MB miejsca na dysku
- zawiera jedynie podstawowe narzędzia:
- conda
- Python
- pip, zlib
- pozostałe narzędzia/biblioteki doinstalujemy w miarę potrzeb
- Anaconda
- wymaga conajmniej 3 GB miejsca na dysku
- Zawiera narzędzi GUI Anaconda Navigator (można je doinstalować do Miniconda)
- zawiera to co Miniconda +:
- Ponad 1500 preinstalowanych pakietów, głównie "naukowych", m.in.: SciPy, NumPy, Jupyter, scikit-learn, Pandas
- bezpłatna dla użytkowników indywidualnych, małych firm i orgranizacji non-profit ("Anaconda distribution")
- płatna dla dużych firm (+200 osób i instytucji rządowych ("Anaconda Proferssional")
Dystrybucje
- Wersje paczek/bibliotek zawartych w danej dystrybucji są przetestowane pod względem zgodności ze sobą
- Możemy dokonać zaktualizacji wszystkich pakietów za pomocą polecenia:
conda update conda - Conda zatroszczy się o to, by rozwiązać potencjalne konflikty wynikające z zależności deklarowanych przez poszczególne biblioteki.
- Nie zawsze wszystkie biblioteki będą w swoich najnowszych wersjach - mogłoby to powodować problemy z działaniem bibliotek od nich zależnych
- Podczas aktualizacji niektóre biblioteki mogą zostać "zdowngradowane"
$ conda update conda
Collecting package metadata (current_repodata.json): done
Solving environment: done
## Package Plan ##
environment location: /home/tomek/miniconda3
added / updated specs:
- conda
The following packages will be downloaded:
package | build
---------------------------|-----------------
attrs-21.2.0 | pyhd3eb1b0_0 46 KB
cffi-1.14.5 | py39h261ae71_0 226 KB
chardet-4.0.0 |py39h06a4308_1003 194 KB
conda-package-handling-1.7.3| py39h27cfd23_1 884 KB
cryptography-3.4.7 | py39hd23ed53_0 906 KB
decorator-5.0.9 | pyhd3eb1b0_0 12 KB
glib-2.68.2 | h36276a3_0 3.0 MB
idna-2.10 | pyhd3eb1b0_0 52 KB
jinja2-3.0.0 | pyhd3eb1b0_0 106 KB
markupsafe-2.0.1 | py39h27cfd23_0 22 KB
notebook-6.4.0 | py39h06a4308_0 4.1 MB
pygments-2.9.0 | pyhd3eb1b0_0 721 KB
pyopenssl-20.0.1 | pyhd3eb1b0_1 49 KB
requests-2.25.1 | pyhd3eb1b0_0 52 KB
ruamel_yaml-0.15.100 | py39h27cfd23_0 260 KB
tqdm-4.59.0 | pyhd3eb1b0_1 93 KB
urllib3-1.26.4 | pyhd3eb1b0_0 105 KB
------------------------------------------------------------
Total: 10.7 MB
The following packages will be REMOVED:
libedit-3.1.20191231-h14c3975_1
pip-20.3.1-py39h06a4308_0
wheel-0.36.1-pyhd3eb1b0_0
The following packages will be UPDATED:
attrs 20.3.0-pyhd3eb1b0_0 --> 21.2.0-pyhd3eb1b0_0
ca-certificates conda-forge::ca-certificates-2020.12.~ --> pkgs/main::ca-certificates-2021.4.13-h06a4308_1
cffi 1.14.4-py39h261ae71_0 --> 1.14.5-py39h261ae71_0
chardet 3.0.4-py39h06a4308_1003 --> 4.0.0-py39h06a4308_1003
conda conda-forge::conda-4.10.1-py39hf3d152~ --> pkgs/main::conda-4.10.1-py39h06a4308_1
conda-package-han~ 1.7.2-py39h27cfd23_1 --> 1.7.3-py39h27cfd23_1
cryptography 3.3.1-py39h3c74f83_0 --> 3.4.7-py39hd23ed53_0
decorator 5.0.6-pyhd3eb1b0_0 --> 5.0.9-pyhd3eb1b0_0
glib 2.68.1-h36276a3_0 --> 2.68.2-h36276a3_0
jinja2 2.11.3-pyhd3eb1b0_0 --> 3.0.0-pyhd3eb1b0_0
markupsafe 1.1.1-py39h27cfd23_0 --> 2.0.1-py39h27cfd23_0
notebook 6.3.0-py39h06a4308_0 --> 6.4.0-py39h06a4308_0
pygments 2.8.1-pyhd3eb1b0_0 --> 2.9.0-pyhd3eb1b0_0
pyopenssl 20.0.0-pyhd3eb1b0_1 --> 20.0.1-pyhd3eb1b0_1
readline 8.0-h7b6447c_0 --> 8.1-h27cfd23_0
requests 2.25.0-pyhd3eb1b0_0 --> 2.25.1-pyhd3eb1b0_0
ruamel_yaml 0.15.80-py39h27cfd23_0 --> 0.15.100-py39h27cfd23_0
setuptools 51.0.0-py39h06a4308_2 --> 52.0.0-py39h06a4308_0
sqlite 3.33.0-h62c20be_0 --> 3.35.4-hdfb4753_0
tqdm 4.54.1-pyhd3eb1b0_0 --> 4.59.0-pyhd3eb1b0_1
tzdata 2020d-h14c3975_0 --> 2020f-h52ac0ba_0
urllib3 1.25.11-py_0 --> 1.26.4-pyhd3eb1b0_0
The following packages will be SUPERSEDED by a higher-priority channel:
certifi conda-forge::certifi-2020.12.5-py39hf~ --> pkgs/main::certifi-2020.12.5-py39h06a4308_0
The following packages will be DOWNGRADED:
idna 2.10-py_0 --> 2.10-pyhd3eb1b0_0
Proceed ([y]/n)? y
[...]
Pakiety Conda
Pakiet (Package) conda to archiwum o rozszerzeniu .tar.bz2 lub .condazawierające:
folder
lib: biblioteki systemowe, moduły Pythonfolder
bin: pliki wykonywalne i wszelkie inne pliki potrzebne to zainstalowania danej zależnościmetadane w katalogu
info/Pakiety można:
wyszukiwać:
conda search pytorchinstalować:
conda install pytorchtworzyć:
conda build hello_worldusuwać:
conda remove pytorch
Repozytoria i kanały
- Pakiety mogą być ściągane z różnych kanałów ("channels")
- Kanały mogą być zdalne albo lokalne
- Domyślny kanał to https://repo.anaconda.com/pkgs/ - zawiera ponad 7,5 tys pakietów, jest utrzymywany przez Anacondę.
- Jeśli jakiejś paczki nie ma na oficjalnym kanale, bardzo możliwe, że znajdziemy ją na Conda-forge - kanale utrzymywanym przez społeczność
- Wyszukiwanie i przeglądanie pakietów: conda i conda-forge
Na przykład, pakiet mlflow nie jest dostępny na oficjalnym kanale:
conda search mlflowLoading channels: done
No match found for: mlflow. Search: *mlflow*
PackagesNotFoundError: The following packages are not available from current channels:
- mlflow
Current channels:
- https://repo.anaconda.com/pkgs/main/linux-64
- https://repo.anaconda.com/pkgs/main/noarch
- https://repo.anaconda.com/pkgs/r/linux-64
- https://repo.anaconda.com/pkgs/r/noarch
To search for alternate channels that may provide the conda package you're
looking for, navigate to
https://anaconda.org
and use the search bar at the top of the page.
Note: you may need to restart the kernel to use updated packages.
Do poleceń search i install możemy dodać flagę channel co doda podany kanał do listy przeszukiwanych przez to polecenie kanałów:
conda search mlflow --channel conda-forgeLoading channels: done # Name Version Build Channel mlflow 0.9.0.1 py_0 conda-forge mlflow 0.9.1 py_0 conda-forge mlflow 1.0.0 py27_0 conda-forge mlflow 1.0.0 py27_1 conda-forge mlflow 1.0.0 py_2 conda-forge mlflow 1.0.0 py_3 conda-forge mlflow 1.1.0 py_0 conda-forge mlflow 1.2.0 py_0 conda-forge mlflow 1.2.0 py_1 conda-forge mlflow 1.3.0 py36_0 conda-forge mlflow 1.3.0 py37_0 conda-forge mlflow 1.4.0 py36_0 conda-forge mlflow 1.4.0 py37_0 conda-forge mlflow 1.4.0 py38_0 conda-forge mlflow 1.5.0 py36_0 conda-forge mlflow 1.5.0 py36_1 conda-forge mlflow 1.5.0 py37_0 conda-forge mlflow 1.5.0 py37_1 conda-forge mlflow 1.5.0 py38_0 conda-forge mlflow 1.5.0 py38_1 conda-forge mlflow 1.6.0 py36_0 conda-forge mlflow 1.6.0 py37_0 conda-forge mlflow 1.6.0 py38_0 conda-forge mlflow 1.7.0 py36_0 conda-forge mlflow 1.7.0 py37_0 conda-forge mlflow 1.7.0 py38_0 conda-forge mlflow 1.7.1 py36h9f0ad1d_0 conda-forge mlflow 1.7.1 py37hc8dfbb8_0 conda-forge mlflow 1.7.1 py38h32f6830_0 conda-forge mlflow 1.7.2 py36h9f0ad1d_0 conda-forge mlflow 1.7.2 py37hc8dfbb8_0 conda-forge mlflow 1.7.2 py38h32f6830_0 conda-forge mlflow 1.8.0 py36h9f0ad1d_0 conda-forge mlflow 1.8.0 py37hc8dfbb8_0 conda-forge mlflow 1.8.0 py38h32f6830_0 conda-forge mlflow 1.9.1 py36h9f0ad1d_0 conda-forge mlflow 1.9.1 py37hc8dfbb8_0 conda-forge mlflow 1.9.1 py38h32f6830_0 conda-forge mlflow 1.10.0 py36h9f0ad1d_0 conda-forge mlflow 1.10.0 py37hc8dfbb8_0 conda-forge mlflow 1.10.0 py38h32f6830_0 conda-forge mlflow 1.11.0 py36h9f0ad1d_0 conda-forge mlflow 1.11.0 py36h9f0ad1d_1 conda-forge mlflow 1.11.0 py37hc8dfbb8_0 conda-forge mlflow 1.11.0 py37hc8dfbb8_1 conda-forge mlflow 1.11.0 py38h32f6830_0 conda-forge mlflow 1.11.0 py38h32f6830_1 conda-forge mlflow 1.12.0 py36h5fab9bb_0 conda-forge mlflow 1.12.0 py37h89c1867_0 conda-forge mlflow 1.12.0 py38h578d9bd_0 conda-forge mlflow 1.12.1 py36h5fab9bb_0 conda-forge mlflow 1.12.1 py37h89c1867_0 conda-forge mlflow 1.12.1 py38h578d9bd_0 conda-forge mlflow 1.13 py36h5fab9bb_0 conda-forge mlflow 1.13 py37h89c1867_0 conda-forge mlflow 1.13 py38h578d9bd_0 conda-forge mlflow 1.13.1 py36h5fab9bb_0 conda-forge mlflow 1.13.1 py36h5fab9bb_2 conda-forge mlflow 1.13.1 py36hd000896_2 conda-forge mlflow 1.13.1 py37h89c1867_0 conda-forge mlflow 1.13.1 py37h89c1867_2 conda-forge mlflow 1.13.1 py38h578d9bd_0 conda-forge mlflow 1.13.1 py38h578d9bd_2 conda-forge mlflow 1.13.1 py39hf3d152e_2 conda-forge mlflow 1.14.0 py36h24e63a9_1 conda-forge mlflow 1.14.0 py36h5fab9bb_0 conda-forge mlflow 1.14.0 py36h87b8279_1 conda-forge mlflow 1.14.0 py36hd000896_0 conda-forge mlflow 1.14.0 py37h02d9ccd_1 conda-forge mlflow 1.14.0 py37h89c1867_0 conda-forge mlflow 1.14.0 py38h578d9bd_0 conda-forge mlflow 1.14.0 py38he918c71_1 conda-forge mlflow 1.14.0 py39ha39b057_1 conda-forge mlflow 1.14.0 py39hf3d152e_0 conda-forge mlflow 1.14.1 py36h24e63a9_0 conda-forge mlflow 1.14.1 py36h87b8279_0 conda-forge mlflow 1.14.1 py37h02d9ccd_0 conda-forge mlflow 1.14.1 py38he918c71_0 conda-forge mlflow 1.14.1 py39ha39b057_0 conda-forge mlflow 1.15.0 py36h24e63a9_0 conda-forge mlflow 1.15.0 py36h87b8279_0 conda-forge mlflow 1.15.0 py37h02d9ccd_0 conda-forge mlflow 1.15.0 py38he918c71_0 conda-forge mlflow 1.15.0 py39ha39b057_0 conda-forge mlflow 1.16.0 py36h24e63a9_0 conda-forge mlflow 1.16.0 py36h87b8279_0 conda-forge mlflow 1.16.0 py37h02d9ccd_0 conda-forge mlflow 1.16.0 py38he918c71_0 conda-forge mlflow 1.16.0 py39ha39b057_0 conda-forge mlflow 1.17.0 py36h24e63a9_0 conda-forge mlflow 1.17.0 py36h24e63a9_1 conda-forge mlflow 1.17.0 py36h87b8279_0 conda-forge mlflow 1.17.0 py36h87b8279_1 conda-forge mlflow 1.17.0 py37h02d9ccd_0 conda-forge mlflow 1.17.0 py37h02d9ccd_1 conda-forge mlflow 1.17.0 py38he918c71_0 conda-forge mlflow 1.17.0 py38he918c71_1 conda-forge mlflow 1.17.0 py39ha39b057_0 conda-forge mlflow 1.17.0 py39ha39b057_1 conda-forge Note: you may need to restart the kernel to use updated packages.
Możemy dodać kanał conda-forge tak, żeby był używany automatycznie (bez podawania flagi channel):
conda config --add channels conda-forgeWarning: 'conda-forge' already in 'channels' list, moving to the top Note: you may need to restart the kernel to use updated packages.
Polecanie conda info pokaże nam m.in. używane domyślnie kanały.
Możem dodawać i usuwać kanały oraz zmieniać ich kolejność (priorytet) edytując plik ~/.condarc
conda info active environment : base
active env location : /home/tomek/miniconda3
shell level : 1
user config file : /home/tomek/.condarc
populated config files : /home/tomek/.condarc
conda version : 4.10.1
conda-build version : not installed
python version : 3.9.1.final.0
virtual packages : __cuda=11.2=0
__linux=5.4.0=0
__glibc=2.31=0
__unix=0=0
__archspec=1=x86_64
base environment : /home/tomek/miniconda3 (writable)
conda av data dir : /home/tomek/miniconda3/etc/conda
conda av metadata url : https://repo.anaconda.com/pkgs/main
channel URLs : https://conda.anaconda.org/conda-forge/linux-64
https://conda.anaconda.org/conda-forge/noarch
https://repo.anaconda.com/pkgs/main/linux-64
https://repo.anaconda.com/pkgs/main/noarch
https://repo.anaconda.com/pkgs/r/linux-64
https://repo.anaconda.com/pkgs/r/noarch
package cache : /home/tomek/miniconda3/pkgs
/home/tomek/.conda/pkgs
envs directories : /home/tomek/miniconda3/envs
/home/tomek/.conda/envs
platform : linux-64
user-agent : conda/4.10.1 requests/2.25.1 CPython/3.9.1 Linux/5.4.0-73-generic ubuntu/20.04.2 glibc/2.31
UID:GID : 1000:1000
netrc file : None
offline mode : False
Note: you may need to restart the kernel to use updated packages.
Jak widać, po dodaniu kanału conda-forge, pakiet mlflow zostaje znaleziony:
conda search mlflowLoading channels: done # Name Version Build Channel mlflow 0.9.0.1 py_0 conda-forge mlflow 0.9.1 py_0 conda-forge mlflow 1.0.0 py27_0 conda-forge mlflow 1.0.0 py27_1 conda-forge mlflow 1.0.0 py_2 conda-forge mlflow 1.0.0 py_3 conda-forge mlflow 1.1.0 py_0 conda-forge mlflow 1.2.0 py_0 conda-forge mlflow 1.2.0 py_1 conda-forge mlflow 1.3.0 py36_0 conda-forge mlflow 1.3.0 py37_0 conda-forge mlflow 1.4.0 py36_0 conda-forge mlflow 1.4.0 py37_0 conda-forge mlflow 1.4.0 py38_0 conda-forge mlflow 1.5.0 py36_0 conda-forge mlflow 1.5.0 py36_1 conda-forge mlflow 1.5.0 py37_0 conda-forge mlflow 1.5.0 py37_1 conda-forge mlflow 1.5.0 py38_0 conda-forge mlflow 1.5.0 py38_1 conda-forge mlflow 1.6.0 py36_0 conda-forge mlflow 1.6.0 py37_0 conda-forge mlflow 1.6.0 py38_0 conda-forge mlflow 1.7.0 py36_0 conda-forge mlflow 1.7.0 py37_0 conda-forge mlflow 1.7.0 py38_0 conda-forge mlflow 1.7.1 py36h9f0ad1d_0 conda-forge mlflow 1.7.1 py37hc8dfbb8_0 conda-forge mlflow 1.7.1 py38h32f6830_0 conda-forge mlflow 1.7.2 py36h9f0ad1d_0 conda-forge mlflow 1.7.2 py37hc8dfbb8_0 conda-forge mlflow 1.7.2 py38h32f6830_0 conda-forge mlflow 1.8.0 py36h9f0ad1d_0 conda-forge mlflow 1.8.0 py37hc8dfbb8_0 conda-forge mlflow 1.8.0 py38h32f6830_0 conda-forge mlflow 1.9.1 py36h9f0ad1d_0 conda-forge mlflow 1.9.1 py37hc8dfbb8_0 conda-forge mlflow 1.9.1 py38h32f6830_0 conda-forge mlflow 1.10.0 py36h9f0ad1d_0 conda-forge mlflow 1.10.0 py37hc8dfbb8_0 conda-forge mlflow 1.10.0 py38h32f6830_0 conda-forge mlflow 1.11.0 py36h9f0ad1d_0 conda-forge mlflow 1.11.0 py36h9f0ad1d_1 conda-forge mlflow 1.11.0 py37hc8dfbb8_0 conda-forge mlflow 1.11.0 py37hc8dfbb8_1 conda-forge mlflow 1.11.0 py38h32f6830_0 conda-forge mlflow 1.11.0 py38h32f6830_1 conda-forge mlflow 1.12.0 py36h5fab9bb_0 conda-forge mlflow 1.12.0 py37h89c1867_0 conda-forge mlflow 1.12.0 py38h578d9bd_0 conda-forge mlflow 1.12.1 py36h5fab9bb_0 conda-forge mlflow 1.12.1 py37h89c1867_0 conda-forge mlflow 1.12.1 py38h578d9bd_0 conda-forge mlflow 1.13 py36h5fab9bb_0 conda-forge mlflow 1.13 py37h89c1867_0 conda-forge mlflow 1.13 py38h578d9bd_0 conda-forge mlflow 1.13.1 py36h5fab9bb_0 conda-forge mlflow 1.13.1 py36h5fab9bb_2 conda-forge mlflow 1.13.1 py36hd000896_2 conda-forge mlflow 1.13.1 py37h89c1867_0 conda-forge mlflow 1.13.1 py37h89c1867_2 conda-forge mlflow 1.13.1 py38h578d9bd_0 conda-forge mlflow 1.13.1 py38h578d9bd_2 conda-forge mlflow 1.13.1 py39hf3d152e_2 conda-forge mlflow 1.14.0 py36h24e63a9_1 conda-forge mlflow 1.14.0 py36h5fab9bb_0 conda-forge mlflow 1.14.0 py36h87b8279_1 conda-forge mlflow 1.14.0 py36hd000896_0 conda-forge mlflow 1.14.0 py37h02d9ccd_1 conda-forge mlflow 1.14.0 py37h89c1867_0 conda-forge mlflow 1.14.0 py38h578d9bd_0 conda-forge mlflow 1.14.0 py38he918c71_1 conda-forge mlflow 1.14.0 py39ha39b057_1 conda-forge mlflow 1.14.0 py39hf3d152e_0 conda-forge mlflow 1.14.1 py36h24e63a9_0 conda-forge mlflow 1.14.1 py36h87b8279_0 conda-forge mlflow 1.14.1 py37h02d9ccd_0 conda-forge mlflow 1.14.1 py38he918c71_0 conda-forge mlflow 1.14.1 py39ha39b057_0 conda-forge mlflow 1.15.0 py36h24e63a9_0 conda-forge mlflow 1.15.0 py36h87b8279_0 conda-forge mlflow 1.15.0 py37h02d9ccd_0 conda-forge mlflow 1.15.0 py38he918c71_0 conda-forge mlflow 1.15.0 py39ha39b057_0 conda-forge mlflow 1.16.0 py36h24e63a9_0 conda-forge mlflow 1.16.0 py36h87b8279_0 conda-forge mlflow 1.16.0 py37h02d9ccd_0 conda-forge mlflow 1.16.0 py38he918c71_0 conda-forge mlflow 1.16.0 py39ha39b057_0 conda-forge mlflow 1.17.0 py36h24e63a9_0 conda-forge mlflow 1.17.0 py36h24e63a9_1 conda-forge mlflow 1.17.0 py36h87b8279_0 conda-forge mlflow 1.17.0 py36h87b8279_1 conda-forge mlflow 1.17.0 py37h02d9ccd_0 conda-forge mlflow 1.17.0 py37h02d9ccd_1 conda-forge mlflow 1.17.0 py38he918c71_0 conda-forge mlflow 1.17.0 py38he918c71_1 conda-forge mlflow 1.17.0 py39ha39b057_0 conda-forge mlflow 1.17.0 py39ha39b057_1 conda-forge Note: you may need to restart the kernel to use updated packages.
Środowiska (Environments)
- Podstawową funkcjonalnością, którą zapewnia conda są izolowane środowiska
- Nie zapewniają one takiego stopnia izolacji co np. Docker, ale ma to swoje zalety
- Środowisko to tak naprawdę katalog zawierający zbiór bibliotek, plików wykonywalnych i innych zależności
- Środowiska mogą zawierać różne wersje zarówno modułów Python jak i bibliotek systemowych, plików wykonywalnych (w tym samego Pythona)
- Domyślne środowisko nazywa się
base. Nie powinniśmy go modyfikować a raczej tworzyć nowe środowisko dla każdego zastosowania
Wyświetlanie listy środowisk:
conda info --envs# conda environments:
#
/home/tomek/anaconda3
base * /home/tomek/miniconda3
mlflow-004410b12f95e2e00831a0ba11ee1bfdc29d6f9d /home/tomek/miniconda3/envs/mlflow-004410b12f95e2e00831a0ba11ee1bfdc29d6f9d
mlflow-503f0c7520a32f054a9d168bd099584a9439de9d /home/tomek/miniconda3/envs/mlflow-503f0c7520a32f054a9d168bd099584a9439de9d
mlflow-5987e03d4dbaa5faa1a697bb113be9b9bdc39b29 /home/tomek/miniconda3/envs/mlflow-5987e03d4dbaa5faa1a697bb113be9b9bdc39b29
Note: you may need to restart the kernel to use updated packages.
Tworzenie środowiska
Środowisko można utworzyć i skonfigurować interaktywnie, lub z pliku *.yml
conda create --name hello_env -yCollecting package metadata (current_repodata.json): done Solving environment: done ## Package Plan ## environment location: /home/tomek/miniconda3/envs/hello_env Preparing transaction: done Verifying transaction: done Executing transaction: done # # To activate this environment, use # # $ conda activate hello_env # # To deactivate an active environment, use # # $ conda deactivate Note: you may need to restart the kernel to use updated packages.
Aktywacja środowiska
- Żeby zmodyfikować środowisko albo zacząć z niego korzystać, musimy je aktywować.
- Aktywacja środowiska polega tak naprawdę na zmianie zmiennych środowiskowych, które mówią programom gdzie szukać ładowanych przez nie bibliotek i plików wykonywalnych, takich jak
PATH,PYTHON_PATHitp. - Po aktywowaniu środowiska w konsoli zobaczymy jego nazwę dopisaną na początku lini poleceń:
$ conda activate hello_env
(hello_env) tomek@tomek-asus:/home$ python3 --version
Python 3.8.5
Domyślnie wersja pythona będzie taka sama jak systemowa.
Żeby deaktywować środowisko, używamy conda deactivate:
$ conda deactivate
python3 --version
Python 3.8.5
Modyfikowanie środowiska
Jeśli chcemy stworzyc środowisko z inną wersją niż systemowa:
conda create -y -n myenv python=3.9Collecting package metadata (current_repodata.json): done
Solving environment: done
## Package Plan ##
environment location: /home/tomek/miniconda3/envs/myenv
added / updated specs:
- python=3.9
The following packages will be downloaded:
package | build
---------------------------|-----------------
ca-certificates-2023.01.10 | h06a4308_0 120 KB
libffi-3.4.2 | h6a678d5_6 136 KB
libgcc-ng-11.2.0 | h1234567_1 5.3 MB
libgomp-11.2.0 | h1234567_1 474 KB
libstdcxx-ng-11.2.0 | h1234567_1 4.7 MB
ncurses-6.4 | h6a678d5_0 914 KB
pip-23.0.1 | py39h06a4308_0 2.5 MB
python-3.9.16 | h7a1cb2a_2 25.1 MB
readline-8.2 | h5eee18b_0 357 KB
setuptools-66.0.0 | py39h06a4308_0 1.2 MB
sqlite-3.41.2 | h5eee18b_0 1.2 MB
tk-8.6.12 | h1ccaba5_0 3.0 MB
tzdata-2023c | h04d1e81_0 116 KB
wheel-0.38.4 | py39h06a4308_0 64 KB
xz-5.2.10 | h5eee18b_1 429 KB
zlib-1.2.13 | h5eee18b_0 103 KB
------------------------------------------------------------
Total: 45.7 MB
The following NEW packages will be INSTALLED:
_libgcc_mutex pkgs/main/linux-64::_libgcc_mutex-0.1-main
_openmp_mutex pkgs/main/linux-64::_openmp_mutex-5.1-1_gnu
ca-certificates pkgs/main/linux-64::ca-certificates-2023.01.10-h06a4308_0
ld_impl_linux-64 pkgs/main/linux-64::ld_impl_linux-64-2.38-h1181459_1
libffi pkgs/main/linux-64::libffi-3.4.2-h6a678d5_6
libgcc-ng pkgs/main/linux-64::libgcc-ng-11.2.0-h1234567_1
libgomp pkgs/main/linux-64::libgomp-11.2.0-h1234567_1
libstdcxx-ng pkgs/main/linux-64::libstdcxx-ng-11.2.0-h1234567_1
ncurses pkgs/main/linux-64::ncurses-6.4-h6a678d5_0
openssl pkgs/main/linux-64::openssl-1.1.1t-h7f8727e_0
pip pkgs/main/linux-64::pip-23.0.1-py39h06a4308_0
python pkgs/main/linux-64::python-3.9.16-h7a1cb2a_2
readline pkgs/main/linux-64::readline-8.2-h5eee18b_0
setuptools pkgs/main/linux-64::setuptools-66.0.0-py39h06a4308_0
sqlite pkgs/main/linux-64::sqlite-3.41.2-h5eee18b_0
tk pkgs/main/linux-64::tk-8.6.12-h1ccaba5_0
tzdata pkgs/main/noarch::tzdata-2023c-h04d1e81_0
wheel pkgs/main/linux-64::wheel-0.38.4-py39h06a4308_0
xz pkgs/main/linux-64::xz-5.2.10-h5eee18b_1
zlib pkgs/main/linux-64::zlib-1.2.13-h5eee18b_0
Downloading and Extracting Packages
tzdata-2023c | 116 KB | | 0%
libgcc-ng-11.2.0 | 5.3 MB | | 0% [A
python-3.9.16 | 25.1 MB | | 0% [A[A
setuptools-66.0.0 | 1.2 MB | | 0% [A[A[A
readline-8.2 | 357 KB | | 0% [A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | | 0% [A[A[A[A[A
ca-certificates-2023 | 120 KB | | 0% [A[A[A[A[A[A
xz-5.2.10 | 429 KB | | 0% [A[A[A[A[A[A[A
libffi-3.4.2 | 136 KB | | 0% [A[A[A[A[A[A[A[A
ncurses-6.4 | 914 KB | | 0% [A[A[A[A[A[A[A[A[A
wheel-0.38.4 | 64 KB | | 0% [A[A[A[A[A[A[A[A[A[A
zlib-1.2.13 | 103 KB | | 0% [A[A[A[A[A[A[A[A[A[A[A
sqlite-3.41.2 | 1.2 MB | | 0% [A[A[A[A[A[A[A[A[A[A[A[A
tk-8.6.12 | 3.0 MB | | 0% [A[A[A[A[A[A[A[A[A[A[A[A[A
libgomp-11.2.0 | 474 KB | | 0% [A[A[A[A[A[A[A[A[A[A[A[A[A[A
tzdata-2023c | 116 KB | #####1 | 14% [A[A[A[A[A[A[A[A[A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | | 0% [A[A
setuptools-66.0.0 | 1.2 MB | 4 | 1% [A[A[A
libgcc-ng-11.2.0 | 5.3 MB | 1 | 0% [A
tzdata-2023c | 116 KB | ###############3 | 42% [A[A[A[A
python-3.9.16 | 25.1 MB | | 0% [A[A
setuptools-66.0.0 | 1.2 MB | #4 | 4% [A[A[A
libgcc-ng-11.2.0 | 5.3 MB | 3 | 1% [A
tzdata-2023c | 116 KB | ##############################7 | 83% [A[A[A[A
python-3.9.16 | 25.1 MB | 1 | 0% [A[A
setuptools-66.0.0 | 1.2 MB | ##4 | 7% [A[A[A
libgcc-ng-11.2.0 | 5.3 MB | 5 | 1% [A
readline-8.2 | 357 KB | ########2 | 22% [A[A[A[A
python-3.9.16 | 25.1 MB | 1 | 0% [A[A
libgcc-ng-11.2.0 | 5.3 MB | 6 | 2% [A
libstdcxx-ng-11.2.0 | 4.7 MB | 1 | 0% [A[A[A[A[A
tzdata-2023c | 116 KB | ##################################### | 100% [A[A[A
libgcc-ng-11.2.0 | 5.3 MB | 9 | 3% [A
readline-8.2 | 357 KB | #############2 | 36% [A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | 3 | 1% [A[A[A[A[A
python-3.9.16 | 25.1 MB | 2 | 1% [A[A
setuptools-66.0.0 | 1.2 MB | #####4 | 15% [A[A[A
libgcc-ng-11.2.0 | 5.3 MB | #1 | 3% [A
readline-8.2 | 357 KB | ##################2 | 49% [A[A[A[A
python-3.9.16 | 25.1 MB | 2 | 1% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | 7 | 2% [A[A[A[A[A
python-3.9.16 | 25.1 MB | 3 | 1% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | 8 | 2% [A[A[A[A[A
libgcc-ng-11.2.0 | 5.3 MB | #4 | 4% [A
python-3.9.16 | 25.1 MB | 3 | 1% [A[A
setuptools-66.0.0 | 1.2 MB | ######9 | 19% [A[A[A
setuptools-66.0.0 | 1.2 MB | #######3 | 20% [A[A[A
readline-8.2 | 357 KB | #######################2 | 63% [A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | 9 | 3% [A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | #1 | 3% [A[A[A[A[A
python-3.9.16 | 25.1 MB | 3 | 1% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | #2 | 3% [A[A[A[A[A
python-3.9.16 | 25.1 MB | 4 | 1% [A[A
python-3.9.16 | 25.1 MB | 4 | 1% [A[A
libgcc-ng-11.2.0 | 5.3 MB | #5 | 4% [A
libstdcxx-ng-11.2.0 | 4.7 MB | #3 | 4% [A[A[A[A[A
readline-8.2 | 357 KB | ##########################5 | 72% [A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | #4 | 4% [A[A[A[A[A
readline-8.2 | 357 KB | #############################8 | 81% [A[A[A[A
setuptools-66.0.0 | 1.2 MB | ########8 | 24% [A[A[A
setuptools-66.0.0 | 1.2 MB | #########3 | 25% [A[A[A
libgcc-ng-11.2.0 | 5.3 MB | #8 | 5% [A
libgcc-ng-11.2.0 | 5.3 MB | #9 | 5% [A
libgcc-ng-11.2.0 | 5.3 MB | ## | 6% [A
python-3.9.16 | 25.1 MB | 4 | 1% [A[A
python-3.9.16 | 25.1 MB | 4 | 1% [A[A
readline-8.2 | 357 KB | ###############################5 | 85% [A[A[A[A
python-3.9.16 | 25.1 MB | 5 | 1% [A[A
setuptools-66.0.0 | 1.2 MB | #########8 | 27% [A[A[A
setuptools-66.0.0 | 1.2 MB | ##########3 | 28% [A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | #7 | 5% [A[A[A[A[A
readline-8.2 | 357 KB | ##################################8 | 94% [A[A[A[A
python-3.9.16 | 25.1 MB | 5 | 2% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ##1 | 6% [A
readline-8.2 | 357 KB | ##################################### | 100% [A[A[A[A
readline-8.2 | 357 KB | ##################################### | 100% [A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ## | 6% [A[A[A[A[A
python-3.9.16 | 25.1 MB | 6 | 2% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ##8 | 8% [A
libgcc-ng-11.2.0 | 5.3 MB | ###1 | 8% [A
libgcc-ng-11.2.0 | 5.3 MB | ###2 | 9% [A
libgcc-ng-11.2.0 | 5.3 MB | ###3 | 9% [A
python-3.9.16 | 25.1 MB | 6 | 2% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ##7 | 7% [A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ### | 8% [A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ###4 | 9% [A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ###5 | 10% [A[A[A[A[A
setuptools-66.0.0 | 1.2 MB | ###########3 | 31% [A[A[A
ca-certificates-2023 | 120 KB | ####9 | 13% [A[A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ###9 | 11% [A[A[A[A[A
python-3.9.16 | 25.1 MB | 6 | 2% [A[A
ca-certificates-2023 | 120 KB | ##################################5 | 93% [A[A[A[A[A[A
ca-certificates-2023 | 120 KB | ##################################### | 100% [A[A[A[A[A[A
python-3.9.16 | 25.1 MB | 7 | 2% [A[A
setuptools-66.0.0 | 1.2 MB | #############3 | 36% [A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | #### | 11% [A[A[A[A[A
setuptools-66.0.0 | 1.2 MB | #############8 | 37% [A[A[A
python-3.9.16 | 25.1 MB | 8 | 2% [A[A
setuptools-66.0.0 | 1.2 MB | ##############2 | 39% [A[A[A
python-3.9.16 | 25.1 MB | 8 | 2% [A[A
setuptools-66.0.0 | 1.2 MB | ##############7 | 40% [A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ####1 | 11% [A[A[A[A[A
python-3.9.16 | 25.1 MB | 8 | 2% [A[A
setuptools-66.0.0 | 1.2 MB | ###############7 | 43% [A[A[A
xz-5.2.10 | 429 KB | #3 | 4% [A[A[A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ####3 | 12% [A[A[A[A[A
setuptools-66.0.0 | 1.2 MB | #################2 | 47% [A[A[A
setuptools-66.0.0 | 1.2 MB | ####################2 | 55% [A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ####5 | 12% [A[A[A[A[A
xz-5.2.10 | 429 KB | ##7 | 7% [A[A[A[A[A[A[A
setuptools-66.0.0 | 1.2 MB | ########################6 | 67% [A[A[A
python-3.9.16 | 25.1 MB | 8 | 2% [A[A
setuptools-66.0.0 | 1.2 MB | #############################5 | 80% [A[A[A
xz-5.2.10 | 429 KB | ####1 | 11% [A[A[A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ####6 | 13% [A[A[A[A[A
setuptools-66.0.0 | 1.2 MB | ##################################9 | 95% [A[A[A
libffi-3.4.2 | 136 KB | ####3 | 12% [A[A[A[A[A[A[A[A
xz-5.2.10 | 429 KB | #####5 | 15% [A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | 9 | 2% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ####8 | 13% [A[A[A[A[A
ncurses-6.4 | 914 KB | 6 | 2% [A[A[A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | 9 | 3% [A[A
xz-5.2.10 | 429 KB | ########2 | 22% [A[A[A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ####9 | 13% [A[A[A[A[A
setuptools-66.0.0 | 1.2 MB | ##################################### | 100% [A[A[A
python-3.9.16 | 25.1 MB | 9 | 3% [A[A
ncurses-6.4 | 914 KB | ######################6 | 61% [A[A[A[A[A[A[A[A[A
xz-5.2.10 | 429 KB | ############4 | 34% [A[A[A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | #####1 | 14% [A[A[A[A[A
libffi-3.4.2 | 136 KB | ##################################### | 100% [A[A[A[A[A[A[A[A
libffi-3.4.2 | 136 KB | ##################################### | 100% [A[A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | 9 | 3% [A[A
xz-5.2.10 | 429 KB | ###############1 | 41% [A[A[A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | #####2 | 14% [A[A[A[A[A
wheel-0.38.4 | 64 KB | #########3 | 25% [A[A[A[A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | # | 3% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | #####4 | 15% [A[A[A[A[A
xz-5.2.10 | 429 KB | #################9 | 48% [A[A[A[A[A[A[A
zlib-1.2.13 | 103 KB | #####7 | 15% [A[A[A[A[A[A[A[A[A[A[A
sqlite-3.41.2 | 1.2 MB | 4 | 1% [A[A[A[A[A[A[A[A[A[A[A[A
ncurses-6.4 | 914 KB | ##################################### | 100% [A[A[A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | # | 3% [A[A
xz-5.2.10 | 429 KB | ###########################5 | 75% [A[A[A[A[A[A[A
sqlite-3.41.2 | 1.2 MB | ####9 | 13% [A[A[A[A[A[A[A[A[A[A[A[A
wheel-0.38.4 | 64 KB | ##################################### | 100% [A[A[A[A[A[A[A[A[A[A
wheel-0.38.4 | 64 KB | ##################################### | 100% [A[A[A[A[A[A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | #####7 | 16% [A[A[A[A[A
python-3.9.16 | 25.1 MB | # | 3% [A[A
sqlite-3.41.2 | 1.2 MB | #########8 | 27% [A[A[A[A[A[A[A[A[A[A[A[A
xz-5.2.10 | 429 KB | ###############################7 | 86% [A[A[A[A[A[A[A
zlib-1.2.13 | 103 KB | ##################################### | 100% [A[A[A[A[A[A[A[A[A[A[A
zlib-1.2.13 | 103 KB | ##################################### | 100% [A[A[A[A[A[A[A[A[A[A[A
sqlite-3.41.2 | 1.2 MB | ##############7 | 40% [A[A[A[A[A[A[A[A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ###### | 16% [A[A[A[A[A
python-3.9.16 | 25.1 MB | #1 | 3% [A[A
xz-5.2.10 | 429 KB | ###################################8 | 97% [A[A[A[A[A[A[A
sqlite-3.41.2 | 1.2 MB | ###################7 | 53% [A[A[A[A[A[A[A[A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ######1 | 17% [A[A[A[A[A
sqlite-3.41.2 | 1.2 MB | ########################6 | 67% [A[A[A[A[A[A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | #1 | 3% [A[A
xz-5.2.10 | 429 KB | ##################################### | 100% [A[A[A[A[A[A[A
tk-8.6.12 | 3.0 MB | 1 | 1% [A[A[A[A[A[A[A[A[A[A[A[A[A
sqlite-3.41.2 | 1.2 MB | #############################5 | 80% [A[A[A[A[A[A[A[A[A[A[A[A
tk-8.6.12 | 3.0 MB | 5 | 2% [A[A[A[A[A[A[A[A[A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ######4 | 17% [A[A[A[A[A
python-3.9.16 | 25.1 MB | #1 | 3% [A[A
tk-8.6.12 | 3.0 MB | 9 | 3% [A[A[A[A[A[A[A[A[A[A[A[A[A
sqlite-3.41.2 | 1.2 MB | ################################## | 92% [A[A[A[A[A[A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | #1 | 3% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ######6 | 18% [A[A[A[A[A
tk-8.6.12 | 3.0 MB | #5 | 4% [A[A[A[A[A[A[A[A[A[A[A[A[A
libgomp-11.2.0 | 474 KB | #2 | 3% [A[A[A[A[A[A[A[A[A[A[A[A[A[A
sqlite-3.41.2 | 1.2 MB | ##################################### | 100% [A[A[A[A[A[A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | #1 | 3% [A[A
libgomp-11.2.0 | 474 KB | #############7 | 37% [A[A[A[A[A[A[A[A[A[A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ######9 | 19% [A[A[A[A[A
tk-8.6.12 | 3.0 MB | ##1 | 6% [A[A[A[A[A[A[A[A[A[A[A[A[A
libgomp-11.2.0 | 474 KB | ##########################2 | 71% [A[A[A[A[A[A[A[A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | #2 | 3% [A[A
tk-8.6.12 | 3.0 MB | ##6 | 7% [A[A[A[A[A[A[A[A[A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | #######1 | 19% [A[A[A[A[A
python-3.9.16 | 25.1 MB | #2 | 3% [A[A
pip-23.0.1 | 2.5 MB | 2 | 1% [A[A[A[A[A[A[A[A[A[A[A[A[A[A[A
tk-8.6.12 | 3.0 MB | ###2 | 9% [A[A[A[A[A[A[A[A[A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | #######3 | 20% [A[A[A[A[A
libgomp-11.2.0 | 474 KB | ##################################### | 100% [A[A[A[A[A[A[A[A[A[A[A[A[A[A
pip-23.0.1 | 2.5 MB | ##2 | 6% [A[A[A[A[A[A[A[A[A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | #2 | 3% [A[A
tk-8.6.12 | 3.0 MB | ###8 | 10% [A[A[A[A[A[A[A[A[A[A[A[A[A
pip-23.0.1 | 2.5 MB | ####5 | 12% [A[A[A[A[A[A[A[A[A[A[A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | #######6 | 21% [A[A[A[A[A
python-3.9.16 | 25.1 MB | #2 | 3% [A[A
tk-8.6.12 | 3.0 MB | ####3 | 12% [A[A[A[A[A[A[A[A[A[A[A[A[A
pip-23.0.1 | 2.5 MB | ######6 | 18% [A[A[A[A[A[A[A[A[A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | #3 | 4% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | #######8 | 21% [A[A[A[A[A
tk-8.6.12 | 3.0 MB | ####9 | 13% [A[A[A[A[A[A[A[A[A[A[A[A[A
pip-23.0.1 | 2.5 MB | ########6 | 23% [A[A[A[A[A[A[A[A[A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | #3 | 4% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ########1 | 22% [A[A[A[A[A
tk-8.6.12 | 3.0 MB | #####5 | 15% [A[A[A[A[A[A[A[A[A[A[A[A[A
pip-23.0.1 | 2.5 MB | ##########7 | 29% [A[A[A[A[A[A[A[A[A[A[A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ########3 | 23% [A[A[A[A[A
python-3.9.16 | 25.1 MB | #3 | 4% [A[A
tk-8.6.12 | 3.0 MB | ######1 | 17% [A[A[A[A[A[A[A[A[A[A[A[A[A
pip-23.0.1 | 2.5 MB | ############5 | 34% [A[A[A[A[A[A[A[A[A[A[A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ########6 | 23% [A[A[A[A[A
python-3.9.16 | 25.1 MB | #4 | 4% [A[A
pip-23.0.1 | 2.5 MB | ##############6 | 40% [A[A[A[A[A[A[A[A[A[A[A[A[A[A[A
tk-8.6.12 | 3.0 MB | ######6 | 18% [A[A[A[A[A[A[A[A[A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ########8 | 24% [A[A[A[A[A
pip-23.0.1 | 2.5 MB | ################4 | 44% [A[A[A[A[A[A[A[A[A[A[A[A[A[A[A
tk-8.6.12 | 3.0 MB | #######2 | 20% [A[A[A[A[A[A[A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | #4 | 4% [A[A
pip-23.0.1 | 2.5 MB | ##################2 | 49% [A[A[A[A[A[A[A[A[A[A[A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | #########1 | 25% [A[A[A[A[A
tk-8.6.12 | 3.0 MB | #######8 | 21% [A[A[A[A[A[A[A[A[A[A[A[A[A
pip-23.0.1 | 2.5 MB | ####################1 | 54% [A[A[A[A[A[A[A[A[A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | #5 | 4% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | #########3 | 25% [A[A[A[A[A
tk-8.6.12 | 3.0 MB | ########4 | 23% [A[A[A[A[A[A[A[A[A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | #########6 | 26% [A[A[A[A[A
python-3.9.16 | 25.1 MB | #5 | 4% [A[A
pip-23.0.1 | 2.5 MB | #####################9 | 59% [A[A[A[A[A[A[A[A[A[A[A[A[A[A[A
tk-8.6.12 | 3.0 MB | ########9 | 24% [A[A[A[A[A[A[A[A[A[A[A[A[A
pip-23.0.1 | 2.5 MB | #######################7 | 64% [A[A[A[A[A[A[A[A[A[A[A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | #########8 | 27% [A[A[A[A[A
tk-8.6.12 | 3.0 MB | #########5 | 26% [A[A[A[A[A[A[A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | #6 | 4% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ##########1 | 27% [A[A[A[A[A
tk-8.6.12 | 3.0 MB | ##########1 | 27% [A[A[A[A[A[A[A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | #6 | 4% [A[A
pip-23.0.1 | 2.5 MB | #########################6 | 69% [A[A[A[A[A[A[A[A[A[A[A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ##########3 | 28% [A[A[A[A[A
pip-23.0.1 | 2.5 MB | ###########################6 | 75% [A[A[A[A[A[A[A[A[A[A[A[A[A[A[A
tk-8.6.12 | 3.0 MB | ##########6 | 29% [A[A[A[A[A[A[A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | #7 | 5% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ##########5 | 29% [A[A[A[A[A
pip-23.0.1 | 2.5 MB | #############################2 | 79% [A[A[A[A[A[A[A[A[A[A[A[A[A[A[A
tk-8.6.12 | 3.0 MB | ###########2 | 30% [A[A[A[A[A[A[A[A[A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ##########8 | 29% [A[A[A[A[A
python-3.9.16 | 25.1 MB | #7 | 5% [A[A
pip-23.0.1 | 2.5 MB | ##############################8 | 83% [A[A[A[A[A[A[A[A[A[A[A[A[A[A[A
tk-8.6.12 | 3.0 MB | ############ | 33% [A[A[A[A[A[A[A[A[A[A[A[A[A
pip-23.0.1 | 2.5 MB | ################################4 | 88% [A[A[A[A[A[A[A[A[A[A[A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ###########2 | 30% [A[A[A[A[A
python-3.9.16 | 25.1 MB | #7 | 5% [A[A
tk-8.6.12 | 3.0 MB | ############6 | 34% [A[A[A[A[A[A[A[A[A[A[A[A[A
pip-23.0.1 | 2.5 MB | ################################## | 92% [A[A[A[A[A[A[A[A[A[A[A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ###########4 | 31% [A[A[A[A[A
tk-8.6.12 | 3.0 MB | #############3 | 36% [A[A[A[A[A[A[A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | #8 | 5% [A[A
pip-23.0.1 | 2.5 MB | ###################################6 | 96% [A[A[A[A[A[A[A[A[A[A[A[A[A[A[A
tk-8.6.12 | 3.0 MB | ##############1 | 38% [A[A[A[A[A[A[A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | #8 | 5% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ###########8 | 32% [A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ############1 | 33% [A[A[A[A[A
tk-8.6.12 | 3.0 MB | ###############2 | 41% [A[A[A[A[A[A[A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | #9 | 5% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ############5 | 34% [A[A[A[A[A
pip-23.0.1 | 2.5 MB | ##################################### | 100% [A[A[A[A[A[A[A[A[A[A[A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | #############1 | 36% [A[A[A[A[A
tk-8.6.12 | 3.0 MB | ##################3 | 50% [A[A[A[A[A[A[A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | ## | 6% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | #############6 | 37% [A[A[A[A[A
tk-8.6.12 | 3.0 MB | ###################8 | 54% [A[A[A[A[A[A[A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | ##1 | 6% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ##############1 | 38% [A[A[A[A[A
tk-8.6.12 | 3.0 MB | #####################2 | 57% [A[A[A[A[A[A[A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | ##2 | 6% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ##############7 | 40% [A[A[A[A[A
python-3.9.16 | 25.1 MB | ##3 | 6% [A[A
tk-8.6.12 | 3.0 MB | ######################5 | 61% [A[A[A[A[A[A[A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | ##3 | 6% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ###############4 | 42% [A[A[A[A[A
tk-8.6.12 | 3.0 MB | #######################8 | 65% [A[A[A[A[A[A[A[A[A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ###############8 | 43% [A[A[A[A[A
python-3.9.16 | 25.1 MB | ##4 | 7% [A[A
tk-8.6.12 | 3.0 MB | #########################2 | 68% [A[A[A[A[A[A[A[A[A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ################3 | 44% [A[A[A[A[A
python-3.9.16 | 25.1 MB | ##5 | 7% [A[A
tk-8.6.12 | 3.0 MB | ##########################5 | 72% [A[A[A[A[A[A[A[A[A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ################8 | 46% [A[A[A[A[A
python-3.9.16 | 25.1 MB | ##6 | 7% [A[A
tk-8.6.12 | 3.0 MB | ###########################7 | 75% [A[A[A[A[A[A[A[A[A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | #################3 | 47% [A[A[A[A[A
python-3.9.16 | 25.1 MB | ##7 | 7% [A[A
tk-8.6.12 | 3.0 MB | ############################8 | 78% [A[A[A[A[A[A[A[A[A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | #################8 | 48% [A[A[A[A[A
python-3.9.16 | 25.1 MB | ##8 | 8% [A[A
tk-8.6.12 | 3.0 MB | #############################8 | 81% [A[A[A[A[A[A[A[A[A[A[A[A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ##################3 | 50% [A[A[A[A[A
python-3.9.16 | 25.1 MB | ##9 | 8% [A[A
tk-8.6.12 | 3.0 MB | ##############################7 | 83% [A[A[A[A[A[A[A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | ### | 8% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ##################8 | 51% [A[A[A[A[A
tk-8.6.12 | 3.0 MB | ###############################7 | 86% [A[A[A[A[A[A[A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | ###1 | 8% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ###################3 | 52% [A[A[A[A[A
tk-8.6.12 | 3.0 MB | ################################8 | 89% [A[A[A[A[A[A[A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | ###2 | 9% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ###################8 | 54% [A[A[A[A[A
tk-8.6.12 | 3.0 MB | ##################################3 | 93% [A[A[A[A[A[A[A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | ###3 | 9% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ####################3 | 55% [A[A[A[A[A
tk-8.6.12 | 3.0 MB | ###################################5 | 96% [A[A[A[A[A[A[A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | ###4 | 9% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ####################8 | 56% [A[A[A[A[A
tk-8.6.12 | 3.0 MB | ####################################6 | 99% [A[A[A[A[A[A[A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | ###5 | 9% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | #####################4 | 58% [A[A[A[A[A
python-3.9.16 | 25.1 MB | ###5 | 10% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ###################### | 60% [A[A[A[A[A
tk-8.6.12 | 3.0 MB | ##################################### | 100% [A[A[A[A[A[A[A[A[A[A[A[A[A
python-3.9.16 | 25.1 MB | ###8 | 10% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ######################7 | 62% [A[A[A[A[A
python-3.9.16 | 25.1 MB | ###9 | 11% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | #######################6 | 64% [A[A[A[A[A
python-3.9.16 | 25.1 MB | ####1 | 11% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ########################5 | 66% [A[A[A[A[A
python-3.9.16 | 25.1 MB | ####2 | 12% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | #########################3 | 69% [A[A[A[A[A
python-3.9.16 | 25.1 MB | ####4 | 12% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ##########################2 | 71% [A[A[A[A[A
python-3.9.16 | 25.1 MB | ####6 | 12% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ##########################9 | 73% [A[A[A[A[A
python-3.9.16 | 25.1 MB | ####7 | 13% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ###########################7 | 75% [A[A[A[A[A
python-3.9.16 | 25.1 MB | ####9 | 13% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ############################4 | 77% [A[A[A[A[A
python-3.9.16 | 25.1 MB | ##### | 14% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | #############################2 | 79% [A[A[A[A[A
python-3.9.16 | 25.1 MB | #####2 | 14% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | #############################9 | 81% [A[A[A[A[A
python-3.9.16 | 25.1 MB | #####3 | 14% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ##############################6 | 83% [A[A[A[A[A
python-3.9.16 | 25.1 MB | #####4 | 15% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ###############################4 | 85% [A[A[A[A[A
python-3.9.16 | 25.1 MB | #####6 | 15% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ################################1 | 87% [A[A[A[A[A
libgcc-ng-11.2.0 | 5.3 MB | ###4 | 9% [A
python-3.9.16 | 25.1 MB | #####7 | 16% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ################################# | 89% [A[A[A[A[A
libgcc-ng-11.2.0 | 5.3 MB | ###5 | 10% [A
python-3.9.16 | 25.1 MB | #####9 | 16% [A[A
python-3.9.16 | 25.1 MB | ######1 | 17% [A[A
python-3.9.16 | 25.1 MB | ######2 | 17% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | #################################7 | 91% [A[A[A[A[A
python-3.9.16 | 25.1 MB | ######3 | 17% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ##################################3 | 93% [A[A[A[A[A
python-3.9.16 | 25.1 MB | ######5 | 18% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ###6 | 10% [A
python-3.9.16 | 25.1 MB | ######6 | 18% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ##################################8 | 94% [A[A[A[A[A
python-3.9.16 | 25.1 MB | ######7 | 18% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ###################################3 | 96% [A[A[A[A[A
python-3.9.16 | 25.1 MB | ######8 | 19% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ###################################8 | 97% [A[A[A[A[A
libgcc-ng-11.2.0 | 5.3 MB | ###7 | 10% [A
python-3.9.16 | 25.1 MB | ######9 | 19% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ####################################3 | 98% [A[A[A[A[A
python-3.9.16 | 25.1 MB | ####### | 19% [A[A
libstdcxx-ng-11.2.0 | 4.7 MB | ####################################8 | 100% [A[A[A[A[A
python-3.9.16 | 25.1 MB | #######1 | 19% [A[A
python-3.9.16 | 25.1 MB | #######2 | 20% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ###8 | 11% [A
libstdcxx-ng-11.2.0 | 4.7 MB | ##################################### | 100% [A[A[A[A[A
python-3.9.16 | 25.1 MB | #######4 | 20% [A[A
python-3.9.16 | 25.1 MB | #######6 | 21% [A[A
python-3.9.16 | 25.1 MB | #######7 | 21% [A[A
libgcc-ng-11.2.0 | 5.3 MB | #### | 11% [A
python-3.9.16 | 25.1 MB | #######8 | 21% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ####1 | 11% [A
libgcc-ng-11.2.0 | 5.3 MB | ####2 | 11% [A
python-3.9.16 | 25.1 MB | ######## | 22% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ####3 | 12% [A
python-3.9.16 | 25.1 MB | ########1 | 22% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ####4 | 12% [A
python-3.9.16 | 25.1 MB | ########1 | 22% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ####5 | 12% [A
libgcc-ng-11.2.0 | 5.3 MB | ####7 | 13% [A
libgcc-ng-11.2.0 | 5.3 MB | ####9 | 13% [A
libgcc-ng-11.2.0 | 5.3 MB | #####7 | 16% [A
python-3.9.16 | 25.1 MB | ########7 | 24% [A[A
libgcc-ng-11.2.0 | 5.3 MB | #####9 | 16% [A
python-3.9.16 | 25.1 MB | ########9 | 24% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ######1 | 17% [A
libgcc-ng-11.2.0 | 5.3 MB | ######3 | 17% [A
python-3.9.16 | 25.1 MB | ######### | 24% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ######6 | 18% [A
libgcc-ng-11.2.0 | 5.3 MB | ######7 | 18% [A
libgcc-ng-11.2.0 | 5.3 MB | ######8 | 18% [A
python-3.9.16 | 25.1 MB | #########1 | 25% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ######9 | 19% [A
libgcc-ng-11.2.0 | 5.3 MB | ####### | 19% [A
libgcc-ng-11.2.0 | 5.3 MB | #######1 | 19% [A
python-3.9.16 | 25.1 MB | #########1 | 25% [A[A
libgcc-ng-11.2.0 | 5.3 MB | #######3 | 20% [A
python-3.9.16 | 25.1 MB | #########2 | 25% [A[A
libgcc-ng-11.2.0 | 5.3 MB | #######5 | 20% [A
python-3.9.16 | 25.1 MB | #########2 | 25% [A[A
libgcc-ng-11.2.0 | 5.3 MB | #######7 | 21% [A
python-3.9.16 | 25.1 MB | #########3 | 25% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ######## | 22% [A
python-3.9.16 | 25.1 MB | #########3 | 25% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ########2 | 22% [A
python-3.9.16 | 25.1 MB | #########4 | 25% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ########4 | 23% [A
python-3.9.16 | 25.1 MB | #########4 | 26% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ########7 | 24% [A
python-3.9.16 | 25.1 MB | #########5 | 26% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ######### | 25% [A
python-3.9.16 | 25.1 MB | #########6 | 26% [A[A
libgcc-ng-11.2.0 | 5.3 MB | #########4 | 25% [A
libgcc-ng-11.2.0 | 5.3 MB | #########7 | 26% [A
python-3.9.16 | 25.1 MB | #########7 | 26% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ########## | 27% [A
python-3.9.16 | 25.1 MB | #########7 | 26% [A[A
python-3.9.16 | 25.1 MB | #########8 | 27% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ##########4 | 28% [A
python-3.9.16 | 25.1 MB | #########9 | 27% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ##########8 | 29% [A
python-3.9.16 | 25.1 MB | #########9 | 27% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ###########1 | 30% [A
python-3.9.16 | 25.1 MB | ########## | 27% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ###########4 | 31% [A
python-3.9.16 | 25.1 MB | ##########1 | 27% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ###########7 | 32% [A
python-3.9.16 | 25.1 MB | ##########1 | 27% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ############ | 32% [A
python-3.9.16 | 25.1 MB | ##########2 | 28% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ############2 | 33% [A
python-3.9.16 | 25.1 MB | ##########2 | 28% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ############4 | 34% [A
python-3.9.16 | 25.1 MB | ##########3 | 28% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ############7 | 35% [A
python-3.9.16 | 25.1 MB | ##########3 | 28% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ############9 | 35% [A
python-3.9.16 | 25.1 MB | ##########3 | 28% [A[A
libgcc-ng-11.2.0 | 5.3 MB | #############3 | 36% [A
python-3.9.16 | 25.1 MB | ##########4 | 28% [A[A
libgcc-ng-11.2.0 | 5.3 MB | #############6 | 37% [A
python-3.9.16 | 25.1 MB | ##########5 | 28% [A[A
libgcc-ng-11.2.0 | 5.3 MB | #############9 | 38% [A
python-3.9.16 | 25.1 MB | ##########6 | 29% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ##############3 | 39% [A
python-3.9.16 | 25.1 MB | ##########6 | 29% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ##############8 | 40% [A
python-3.9.16 | 25.1 MB | ##########7 | 29% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ###############2 | 41% [A
python-3.9.16 | 25.1 MB | ##########8 | 29% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ###############5 | 42% [A
python-3.9.16 | 25.1 MB | ##########9 | 29% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ################ | 43% [A
python-3.9.16 | 25.1 MB | ##########9 | 30% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ################4 | 44% [A
python-3.9.16 | 25.1 MB | ########### | 30% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ################7 | 45% [A
python-3.9.16 | 25.1 MB | ###########1 | 30% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ################# | 46% [A
python-3.9.16 | 25.1 MB | ###########2 | 30% [A[A
libgcc-ng-11.2.0 | 5.3 MB | #################4 | 47% [A
python-3.9.16 | 25.1 MB | ###########2 | 30% [A[A
libgcc-ng-11.2.0 | 5.3 MB | #################7 | 48% [A
python-3.9.16 | 25.1 MB | ###########3 | 31% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ################## | 49% [A
python-3.9.16 | 25.1 MB | ###########4 | 31% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ##################3 | 50% [A
python-3.9.16 | 25.1 MB | ###########5 | 31% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ##################7 | 51% [A
libgcc-ng-11.2.0 | 5.3 MB | ##################9 | 51% [A
python-3.9.16 | 25.1 MB | ###########5 | 31% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ###################1 | 52% [A
python-3.9.16 | 25.1 MB | ###########6 | 31% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ###################3 | 52% [A
python-3.9.16 | 25.1 MB | ###########6 | 32% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ###################5 | 53% [A
python-3.9.16 | 25.1 MB | ###########7 | 32% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ###################8 | 54% [A
python-3.9.16 | 25.1 MB | ###########7 | 32% [A[A
libgcc-ng-11.2.0 | 5.3 MB | #################### | 54% [A
python-3.9.16 | 25.1 MB | ###########8 | 32% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ####################2 | 55% [A
python-3.9.16 | 25.1 MB | ###########9 | 32% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ####################5 | 56% [A
python-3.9.16 | 25.1 MB | ###########9 | 32% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ####################7 | 56% [A
python-3.9.16 | 25.1 MB | ############ | 33% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ####################9 | 57% [A
python-3.9.16 | 25.1 MB | ############1 | 33% [A[A
libgcc-ng-11.2.0 | 5.3 MB | #####################3 | 58% [A
python-3.9.16 | 25.1 MB | ############1 | 33% [A[A
libgcc-ng-11.2.0 | 5.3 MB | #####################5 | 58% [A
python-3.9.16 | 25.1 MB | ############2 | 33% [A[A
libgcc-ng-11.2.0 | 5.3 MB | #####################7 | 59% [A
python-3.9.16 | 25.1 MB | ############2 | 33% [A[A
libgcc-ng-11.2.0 | 5.3 MB | #####################9 | 59% [A
python-3.9.16 | 25.1 MB | ############3 | 33% [A[A
python-3.9.16 | 25.1 MB | ############3 | 33% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ######################1 | 60% [A
python-3.9.16 | 25.1 MB | ############4 | 34% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ######################3 | 61% [A
python-3.9.16 | 25.1 MB | ############4 | 34% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ######################6 | 61% [A
python-3.9.16 | 25.1 MB | ############5 | 34% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ######################9 | 62% [A
python-3.9.16 | 25.1 MB | ############6 | 34% [A[A
libgcc-ng-11.2.0 | 5.3 MB | #######################2 | 63% [A
python-3.9.16 | 25.1 MB | ############7 | 34% [A[A
python-3.9.16 | 25.1 MB | ############7 | 35% [A[A
libgcc-ng-11.2.0 | 5.3 MB | #######################5 | 64% [A
python-3.9.16 | 25.1 MB | ############8 | 35% [A[A
libgcc-ng-11.2.0 | 5.3 MB | #######################8 | 64% [A
python-3.9.16 | 25.1 MB | ############9 | 35% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ######################## | 65% [A
libgcc-ng-11.2.0 | 5.3 MB | ########################2 | 66% [A
python-3.9.16 | 25.1 MB | ############9 | 35% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ########################4 | 66% [A
python-3.9.16 | 25.1 MB | ############# | 35% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ########################6 | 67% [A
python-3.9.16 | 25.1 MB | #############1 | 35% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ########################8 | 67% [A
python-3.9.16 | 25.1 MB | #############1 | 36% [A[A
libgcc-ng-11.2.0 | 5.3 MB | #########################1 | 68% [A
python-3.9.16 | 25.1 MB | #############2 | 36% [A[A
libgcc-ng-11.2.0 | 5.3 MB | #########################4 | 69% [A
python-3.9.16 | 25.1 MB | #############3 | 36% [A[A
libgcc-ng-11.2.0 | 5.3 MB | #########################7 | 70% [A
python-3.9.16 | 25.1 MB | #############4 | 36% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ########################## | 70% [A
libgcc-ng-11.2.0 | 5.3 MB | ##########################4 | 71% [A
python-3.9.16 | 25.1 MB | #############5 | 37% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ##########################8 | 73% [A
python-3.9.16 | 25.1 MB | #############6 | 37% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ###########################1 | 73% [A
python-3.9.16 | 25.1 MB | #############7 | 37% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ###########################4 | 74% [A
python-3.9.16 | 25.1 MB | #############7 | 37% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ###########################8 | 75% [A
python-3.9.16 | 25.1 MB | #############8 | 37% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ############################1 | 76% [A
python-3.9.16 | 25.1 MB | #############9 | 38% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ############################3 | 77% [A
python-3.9.16 | 25.1 MB | #############9 | 38% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ############################5 | 77% [A
python-3.9.16 | 25.1 MB | ############## | 38% [A[A
python-3.9.16 | 25.1 MB | ############## | 38% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ############################7 | 78% [A
python-3.9.16 | 25.1 MB | ##############1 | 38% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ############################# | 78% [A
python-3.9.16 | 25.1 MB | ##############1 | 38% [A[A
libgcc-ng-11.2.0 | 5.3 MB | #############################2 | 79% [A
python-3.9.16 | 25.1 MB | ##############2 | 38% [A[A
libgcc-ng-11.2.0 | 5.3 MB | #############################4 | 80% [A
python-3.9.16 | 25.1 MB | ##############2 | 39% [A[A
libgcc-ng-11.2.0 | 5.3 MB | #############################6 | 80% [A
python-3.9.16 | 25.1 MB | ##############3 | 39% [A[A
python-3.9.16 | 25.1 MB | ##############3 | 39% [A[A
libgcc-ng-11.2.0 | 5.3 MB | #############################8 | 81% [A
python-3.9.16 | 25.1 MB | ##############4 | 39% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ############################## | 81% [A
python-3.9.16 | 25.1 MB | ##############4 | 39% [A[A
python-3.9.16 | 25.1 MB | ##############5 | 39% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ##############################2 | 82% [A
python-3.9.16 | 25.1 MB | ##############5 | 39% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ##############################5 | 82% [A
python-3.9.16 | 25.1 MB | ##############5 | 39% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ##############################7 | 83% [A
python-3.9.16 | 25.1 MB | ##############6 | 40% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ##############################9 | 84% [A
python-3.9.16 | 25.1 MB | ##############6 | 40% [A[A
python-3.9.16 | 25.1 MB | ##############7 | 40% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ###############################1 | 84% [A
python-3.9.16 | 25.1 MB | ##############7 | 40% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ###############################4 | 85% [A
python-3.9.16 | 25.1 MB | ##############8 | 40% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ###############################7 | 86% [A
python-3.9.16 | 25.1 MB | ##############9 | 40% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ###############################9 | 86% [A
python-3.9.16 | 25.1 MB | ##############9 | 41% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ################################1 | 87% [A
python-3.9.16 | 25.1 MB | ############### | 41% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ################################3 | 87% [A
python-3.9.16 | 25.1 MB | ###############1 | 41% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ################################5 | 88% [A
python-3.9.16 | 25.1 MB | ###############1 | 41% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ################################7 | 89% [A
python-3.9.16 | 25.1 MB | ###############2 | 41% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ################################# | 89% [A
python-3.9.16 | 25.1 MB | ###############3 | 41% [A[A
libgcc-ng-11.2.0 | 5.3 MB | #################################2 | 90% [A
libgcc-ng-11.2.0 | 5.3 MB | #################################4 | 90% [A
python-3.9.16 | 25.1 MB | ###############3 | 42% [A[A
libgcc-ng-11.2.0 | 5.3 MB | #################################6 | 91% [A
python-3.9.16 | 25.1 MB | ###############4 | 42% [A[A
libgcc-ng-11.2.0 | 5.3 MB | #################################8 | 92% [A
python-3.9.16 | 25.1 MB | ###############5 | 42% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ##################################1 | 92% [A
python-3.9.16 | 25.1 MB | ###############5 | 42% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ##################################5 | 93% [A
python-3.9.16 | 25.1 MB | ###############6 | 42% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ##################################8 | 94% [A
python-3.9.16 | 25.1 MB | ###############7 | 43% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ###################################2 | 95% [A
python-3.9.16 | 25.1 MB | ###############8 | 43% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ###################################6 | 96% [A
python-3.9.16 | 25.1 MB | ###############9 | 43% [A[A
libgcc-ng-11.2.0 | 5.3 MB | #################################### | 97% [A
python-3.9.16 | 25.1 MB | ################ | 43% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ####################################3 | 98% [A
python-3.9.16 | 25.1 MB | ################1 | 44% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ####################################6 | 99% [A
libgcc-ng-11.2.0 | 5.3 MB | ##################################### | 100% [A
python-3.9.16 | 25.1 MB | ################1 | 44% [A[A
python-3.9.16 | 25.1 MB | ################2 | 44% [A[A
libgcc-ng-11.2.0 | 5.3 MB | ##################################### | 100% [A
python-3.9.16 | 25.1 MB | ################3 | 44% [A[A
python-3.9.16 | 25.1 MB | ################4 | 45% [A[A
python-3.9.16 | 25.1 MB | ################6 | 45% [A[A
python-3.9.16 | 25.1 MB | ################7 | 45% [A[A
python-3.9.16 | 25.1 MB | ################8 | 46% [A[A
python-3.9.16 | 25.1 MB | ################9 | 46% [A[A
python-3.9.16 | 25.1 MB | #################1 | 46% [A[A
python-3.9.16 | 25.1 MB | #################2 | 47% [A[A
python-3.9.16 | 25.1 MB | #################4 | 47% [A[A
python-3.9.16 | 25.1 MB | #################6 | 48% [A[A
python-3.9.16 | 25.1 MB | #################8 | 48% [A[A
python-3.9.16 | 25.1 MB | #################9 | 49% [A[A
python-3.9.16 | 25.1 MB | ##################1 | 49% [A[A
python-3.9.16 | 25.1 MB | ##################3 | 50% [A[A
python-3.9.16 | 25.1 MB | ##################5 | 50% [A[A
python-3.9.16 | 25.1 MB | ##################6 | 51% [A[A
python-3.9.16 | 25.1 MB | ##################8 | 51% [A[A
python-3.9.16 | 25.1 MB | ################### | 51% [A[A
python-3.9.16 | 25.1 MB | ###################2 | 52% [A[A
python-3.9.16 | 25.1 MB | ###################4 | 52% [A[A
python-3.9.16 | 25.1 MB | ###################5 | 53% [A[A
python-3.9.16 | 25.1 MB | ###################7 | 53% [A[A
python-3.9.16 | 25.1 MB | ###################8 | 54% [A[A
python-3.9.16 | 25.1 MB | #################### | 54% [A[A
python-3.9.16 | 25.1 MB | ####################2 | 55% [A[A
python-3.9.16 | 25.1 MB | ####################3 | 55% [A[A
python-3.9.16 | 25.1 MB | ####################5 | 55% [A[A
python-3.9.16 | 25.1 MB | ####################6 | 56% [A[A
python-3.9.16 | 25.1 MB | ####################7 | 56% [A[A
python-3.9.16 | 25.1 MB | ####################9 | 57% [A[A
python-3.9.16 | 25.1 MB | ##################### | 57% [A[A
python-3.9.16 | 25.1 MB | #####################1 | 57% [A[A
python-3.9.16 | 25.1 MB | #####################2 | 57% [A[A
python-3.9.16 | 25.1 MB | #####################3 | 58% [A[A
python-3.9.16 | 25.1 MB | #####################4 | 58% [A[A
python-3.9.16 | 25.1 MB | #####################6 | 58% [A[A
python-3.9.16 | 25.1 MB | #####################7 | 59% [A[A
python-3.9.16 | 25.1 MB | #####################8 | 59% [A[A
python-3.9.16 | 25.1 MB | #####################9 | 59% [A[A
python-3.9.16 | 25.1 MB | ###################### | 60% [A[A
python-3.9.16 | 25.1 MB | ######################1 | 60% [A[A
python-3.9.16 | 25.1 MB | ######################2 | 60% [A[A
python-3.9.16 | 25.1 MB | ######################3 | 60% [A[A
python-3.9.16 | 25.1 MB | ######################4 | 61% [A[A
python-3.9.16 | 25.1 MB | ######################5 | 61% [A[A
python-3.9.16 | 25.1 MB | ######################7 | 61% [A[A
python-3.9.16 | 25.1 MB | ######################8 | 62% [A[A
python-3.9.16 | 25.1 MB | ######################9 | 62% [A[A
python-3.9.16 | 25.1 MB | ####################### | 62% [A[A
python-3.9.16 | 25.1 MB | #######################1 | 63% [A[A
python-3.9.16 | 25.1 MB | #######################2 | 63% [A[A
python-3.9.16 | 25.1 MB | #######################3 | 63% [A[A
python-3.9.16 | 25.1 MB | #######################4 | 63% [A[A
python-3.9.16 | 25.1 MB | #######################5 | 64% [A[A
python-3.9.16 | 25.1 MB | #######################6 | 64% [A[A
python-3.9.16 | 25.1 MB | #######################7 | 64% [A[A
python-3.9.16 | 25.1 MB | #######################9 | 65% [A[A
python-3.9.16 | 25.1 MB | ######################## | 65% [A[A
python-3.9.16 | 25.1 MB | ########################1 | 65% [A[A
python-3.9.16 | 25.1 MB | ########################2 | 66% [A[A
python-3.9.16 | 25.1 MB | ########################3 | 66% [A[A
python-3.9.16 | 25.1 MB | ########################4 | 66% [A[A
python-3.9.16 | 25.1 MB | ########################6 | 66% [A[A
python-3.9.16 | 25.1 MB | ########################7 | 67% [A[A
python-3.9.16 | 25.1 MB | ########################8 | 67% [A[A
python-3.9.16 | 25.1 MB | ########################9 | 68% [A[A
python-3.9.16 | 25.1 MB | #########################1 | 68% [A[A
python-3.9.16 | 25.1 MB | #########################2 | 68% [A[A
python-3.9.16 | 25.1 MB | #########################4 | 69% [A[A
python-3.9.16 | 25.1 MB | #########################5 | 69% [A[A
python-3.9.16 | 25.1 MB | #########################7 | 70% [A[A
python-3.9.16 | 25.1 MB | #########################9 | 70% [A[A
python-3.9.16 | 25.1 MB | ########################## | 70% [A[A
python-3.9.16 | 25.1 MB | ##########################1 | 71% [A[A
python-3.9.16 | 25.1 MB | ##########################3 | 71% [A[A
python-3.9.16 | 25.1 MB | ##########################4 | 71% [A[A
python-3.9.16 | 25.1 MB | ##########################5 | 72% [A[A
python-3.9.16 | 25.1 MB | ##########################6 | 72% [A[A
python-3.9.16 | 25.1 MB | ##########################7 | 72% [A[A
python-3.9.16 | 25.1 MB | ##########################8 | 73% [A[A
python-3.9.16 | 25.1 MB | ########################### | 73% [A[A
python-3.9.16 | 25.1 MB | ###########################1 | 73% [A[A
python-3.9.16 | 25.1 MB | ###########################3 | 74% [A[A
python-3.9.16 | 25.1 MB | ###########################5 | 74% [A[A
python-3.9.16 | 25.1 MB | ###########################7 | 75% [A[A
python-3.9.16 | 25.1 MB | ###########################9 | 76% [A[A
python-3.9.16 | 25.1 MB | ############################1 | 76% [A[A
python-3.9.16 | 25.1 MB | ############################3 | 77% [A[A
python-3.9.16 | 25.1 MB | ############################5 | 77% [A[A
python-3.9.16 | 25.1 MB | ############################7 | 78% [A[A
python-3.9.16 | 25.1 MB | ############################9 | 78% [A[A
python-3.9.16 | 25.1 MB | #############################1 | 79% [A[A
python-3.9.16 | 25.1 MB | #############################4 | 80% [A[A
python-3.9.16 | 25.1 MB | #############################6 | 80% [A[A
python-3.9.16 | 25.1 MB | #############################8 | 81% [A[A
python-3.9.16 | 25.1 MB | ############################## | 81% [A[A
python-3.9.16 | 25.1 MB | ##############################2 | 82% [A[A
python-3.9.16 | 25.1 MB | ##############################4 | 82% [A[A
python-3.9.16 | 25.1 MB | ##############################6 | 83% [A[A
python-3.9.16 | 25.1 MB | ##############################8 | 83% [A[A
python-3.9.16 | 25.1 MB | ############################### | 84% [A[A
python-3.9.16 | 25.1 MB | ###############################1 | 84% [A[A
python-3.9.16 | 25.1 MB | ###############################3 | 85% [A[A
python-3.9.16 | 25.1 MB | ###############################5 | 85% [A[A
python-3.9.16 | 25.1 MB | ###############################7 | 86% [A[A
python-3.9.16 | 25.1 MB | ###############################8 | 86% [A[A
python-3.9.16 | 25.1 MB | ################################ | 87% [A[A
python-3.9.16 | 25.1 MB | ################################1 | 87% [A[A
python-3.9.16 | 25.1 MB | ################################3 | 87% [A[A
python-3.9.16 | 25.1 MB | ################################4 | 88% [A[A
python-3.9.16 | 25.1 MB | ################################6 | 88% [A[A
python-3.9.16 | 25.1 MB | ################################7 | 89% [A[A
python-3.9.16 | 25.1 MB | ################################8 | 89% [A[A
python-3.9.16 | 25.1 MB | ################################# | 89% [A[A
python-3.9.16 | 25.1 MB | #################################1 | 90% [A[A
python-3.9.16 | 25.1 MB | #################################2 | 90% [A[A
python-3.9.16 | 25.1 MB | #################################3 | 90% [A[A
python-3.9.16 | 25.1 MB | #################################4 | 90% [A[A
python-3.9.16 | 25.1 MB | #################################5 | 91% [A[A
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#
# To activate this environment, use
#
# $ conda activate myenv
#
# To deactivate an active environment, use
#
# $ conda deactivate
Note: you may need to restart the kernel to use updated packages.
Rzeczywiście, stworzone środowisko ma wersję Pythona z linii 3.9:
$ conda activate myenv
(myenv)$ python3 --version
Python 3.9.4
Tak samo, przy tworzeniu środowiska możemy podać inne zależności wraz z ich wersjami:
conda create -y -n p39-mlflow-pandas python=3.9 pandas=1.2.3 mlflowCollecting package metadata (current_repodata.json): done
Solving environment: done
## Package Plan ##
environment location: /home/tomek/miniconda3/envs/p39-mlflow-pandas
added / updated specs:
- mlflow
- pandas=1.2.3
- python=3.9
The following packages will be downloaded:
package | build
---------------------------|-----------------
alembic-1.6.3 | pyhd8ed1ab_0 114 KB conda-forge
appdirs-1.4.4 | pyh9f0ad1d_0 13 KB conda-forge
asn1crypto-1.4.0 | pyh9f0ad1d_0 78 KB conda-forge
brotlipy-0.7.0 |py39h3811e60_1001 341 KB conda-forge
cffi-1.14.5 | py39he32792d_0 227 KB conda-forge
chardet-4.0.0 | py39hf3d152e_1 205 KB conda-forge
click-8.0.1 | py39hf3d152e_0 146 KB conda-forge
cloudpickle-1.6.0 | py_0 22 KB conda-forge
configparser-5.0.2 | pyhd8ed1ab_0 21 KB conda-forge
cryptography-3.4.7 | py39hbca0aa6_0 1.1 MB conda-forge
databricks-cli-0.9.1 | py_0 48 KB conda-forge
dataclasses-0.8 | pyhc8e2a94_1 7 KB conda-forge
docker-py-5.0.0 | py39hf3d152e_0 187 KB conda-forge
docker-pycreds-0.4.0 | py_0 11 KB conda-forge
entrypoints-0.3 | pyhd8ed1ab_1003 8 KB conda-forge
flask-2.0.1 | pyhd8ed1ab_0 70 KB conda-forge
gitdb-4.0.7 | pyhd8ed1ab_0 46 KB conda-forge
gitpython-3.1.17 | pyhd8ed1ab_0 115 KB conda-forge
gorilla-0.4.0 | pyhd8ed1ab_0 13 KB conda-forge
greenlet-1.1.0 | py39he80948d_0 84 KB conda-forge
gunicorn-20.1.0 | py39hf3d152e_0 119 KB conda-forge
idna-2.10 | pyh9f0ad1d_0 52 KB conda-forge
itsdangerous-2.0.1 | pyhd8ed1ab_0 17 KB conda-forge
jinja2-3.0.1 | pyhd8ed1ab_0 99 KB conda-forge
libblas-3.9.0 | 9_openblas 11 KB conda-forge
libcblas-3.9.0 | 9_openblas 11 KB conda-forge
libgfortran-ng-9.3.0 | hff62375_19 22 KB conda-forge
libgfortran5-9.3.0 | hff62375_19 2.0 MB conda-forge
liblapack-3.9.0 | 9_openblas 11 KB conda-forge
libopenblas-0.3.15 |pthreads_h8fe5266_1 9.2 MB conda-forge
libprotobuf-3.17.0 | h780b84a_0 2.5 MB conda-forge
mako-1.1.4 | pyh44b312d_0 58 KB conda-forge
markupsafe-2.0.1 | py39h3811e60_0 22 KB conda-forge
mlflow-1.2.0 | py_1 3.4 MB conda-forge
numpy-1.20.3 | py39hdbf815f_0 5.8 MB conda-forge
packaging-20.9 | pyh44b312d_0 35 KB conda-forge
pandas-1.2.3 | py39hde0f152_0 12.1 MB conda-forge
protobuf-3.17.0 | py39he80948d_0 346 KB conda-forge
pycparser-2.20 | pyh9f0ad1d_2 94 KB conda-forge
pyopenssl-20.0.1 | pyhd8ed1ab_0 48 KB conda-forge
pyparsing-2.4.7 | pyh9f0ad1d_0 60 KB conda-forge
pysocks-1.7.1 | py39hf3d152e_3 28 KB conda-forge
python-dateutil-2.8.1 | py_0 220 KB conda-forge
python-editor-1.0.4 | py_0 9 KB conda-forge
pytz-2021.1 | pyhd8ed1ab_0 239 KB conda-forge
pyyaml-5.4.1 | py39h3811e60_0 193 KB conda-forge
querystring_parser-1.2.4 | py_0 10 KB conda-forge
requests-2.25.1 | pyhd3deb0d_0 51 KB conda-forge
simplejson-3.17.2 | py39h3811e60_2 103 KB conda-forge
six-1.16.0 | pyh6c4a22f_0 14 KB conda-forge
smmap-3.0.5 | pyh44b312d_0 22 KB conda-forge
sqlalchemy-1.4.15 | py39h3811e60_0 2.3 MB conda-forge
sqlparse-0.4.1 | pyh9f0ad1d_0 34 KB conda-forge
tabulate-0.8.9 | pyhd8ed1ab_0 26 KB conda-forge
typing_extensions-3.7.4.3 | py_0 25 KB conda-forge
urllib3-1.26.4 | pyhd8ed1ab_0 99 KB conda-forge
websocket-client-0.57.0 | py39hf3d152e_4 59 KB conda-forge
werkzeug-2.0.1 | pyhd8ed1ab_0 219 KB conda-forge
yaml-0.2.5 | h516909a_0 82 KB conda-forge
------------------------------------------------------------
Total: 42.3 MB
The following NEW packages will be INSTALLED:
_libgcc_mutex conda-forge/linux-64::_libgcc_mutex-0.1-conda_forge
_openmp_mutex conda-forge/linux-64::_openmp_mutex-4.5-1_gnu
alembic conda-forge/noarch::alembic-1.6.3-pyhd8ed1ab_0
appdirs conda-forge/noarch::appdirs-1.4.4-pyh9f0ad1d_0
asn1crypto conda-forge/noarch::asn1crypto-1.4.0-pyh9f0ad1d_0
brotlipy conda-forge/linux-64::brotlipy-0.7.0-py39h3811e60_1001
ca-certificates conda-forge/linux-64::ca-certificates-2020.12.5-ha878542_0
certifi conda-forge/linux-64::certifi-2020.12.5-py39hf3d152e_1
cffi conda-forge/linux-64::cffi-1.14.5-py39he32792d_0
chardet conda-forge/linux-64::chardet-4.0.0-py39hf3d152e_1
click conda-forge/linux-64::click-8.0.1-py39hf3d152e_0
cloudpickle conda-forge/noarch::cloudpickle-1.6.0-py_0
configparser conda-forge/noarch::configparser-5.0.2-pyhd8ed1ab_0
cryptography conda-forge/linux-64::cryptography-3.4.7-py39hbca0aa6_0
databricks-cli conda-forge/noarch::databricks-cli-0.9.1-py_0
dataclasses conda-forge/noarch::dataclasses-0.8-pyhc8e2a94_1
docker-py conda-forge/linux-64::docker-py-5.0.0-py39hf3d152e_0
docker-pycreds conda-forge/noarch::docker-pycreds-0.4.0-py_0
entrypoints conda-forge/noarch::entrypoints-0.3-pyhd8ed1ab_1003
flask conda-forge/noarch::flask-2.0.1-pyhd8ed1ab_0
gitdb conda-forge/noarch::gitdb-4.0.7-pyhd8ed1ab_0
gitpython conda-forge/noarch::gitpython-3.1.17-pyhd8ed1ab_0
gorilla conda-forge/noarch::gorilla-0.4.0-pyhd8ed1ab_0
greenlet conda-forge/linux-64::greenlet-1.1.0-py39he80948d_0
gunicorn conda-forge/linux-64::gunicorn-20.1.0-py39hf3d152e_0
idna conda-forge/noarch::idna-2.10-pyh9f0ad1d_0
itsdangerous conda-forge/noarch::itsdangerous-2.0.1-pyhd8ed1ab_0
jinja2 conda-forge/noarch::jinja2-3.0.1-pyhd8ed1ab_0
ld_impl_linux-64 conda-forge/linux-64::ld_impl_linux-64-2.35.1-hea4e1c9_2
libblas conda-forge/linux-64::libblas-3.9.0-9_openblas
libcblas conda-forge/linux-64::libcblas-3.9.0-9_openblas
libffi conda-forge/linux-64::libffi-3.3-h58526e2_2
libgcc-ng conda-forge/linux-64::libgcc-ng-9.3.0-h2828fa1_19
libgfortran-ng conda-forge/linux-64::libgfortran-ng-9.3.0-hff62375_19
libgfortran5 conda-forge/linux-64::libgfortran5-9.3.0-hff62375_19
libgomp conda-forge/linux-64::libgomp-9.3.0-h2828fa1_19
liblapack conda-forge/linux-64::liblapack-3.9.0-9_openblas
libopenblas conda-forge/linux-64::libopenblas-0.3.15-pthreads_h8fe5266_1
libprotobuf conda-forge/linux-64::libprotobuf-3.17.0-h780b84a_0
libstdcxx-ng conda-forge/linux-64::libstdcxx-ng-9.3.0-h6de172a_19
mako conda-forge/noarch::mako-1.1.4-pyh44b312d_0
markupsafe conda-forge/linux-64::markupsafe-2.0.1-py39h3811e60_0
mlflow conda-forge/noarch::mlflow-1.2.0-py_1
ncurses conda-forge/linux-64::ncurses-6.2-h58526e2_4
numpy conda-forge/linux-64::numpy-1.20.3-py39hdbf815f_0
openssl conda-forge/linux-64::openssl-1.1.1k-h7f98852_0
packaging conda-forge/noarch::packaging-20.9-pyh44b312d_0
pandas conda-forge/linux-64::pandas-1.2.3-py39hde0f152_0
pip conda-forge/noarch::pip-21.1.2-pyhd8ed1ab_0
protobuf conda-forge/linux-64::protobuf-3.17.0-py39he80948d_0
pycparser conda-forge/noarch::pycparser-2.20-pyh9f0ad1d_2
pyopenssl conda-forge/noarch::pyopenssl-20.0.1-pyhd8ed1ab_0
pyparsing conda-forge/noarch::pyparsing-2.4.7-pyh9f0ad1d_0
pysocks conda-forge/linux-64::pysocks-1.7.1-py39hf3d152e_3
python conda-forge/linux-64::python-3.9.4-hffdb5ce_0_cpython
python-dateutil conda-forge/noarch::python-dateutil-2.8.1-py_0
python-editor conda-forge/noarch::python-editor-1.0.4-py_0
python_abi conda-forge/linux-64::python_abi-3.9-1_cp39
pytz conda-forge/noarch::pytz-2021.1-pyhd8ed1ab_0
pyyaml conda-forge/linux-64::pyyaml-5.4.1-py39h3811e60_0
querystring_parser conda-forge/noarch::querystring_parser-1.2.4-py_0
readline conda-forge/linux-64::readline-8.1-h46c0cb4_0
requests conda-forge/noarch::requests-2.25.1-pyhd3deb0d_0
setuptools conda-forge/linux-64::setuptools-49.6.0-py39hf3d152e_3
simplejson conda-forge/linux-64::simplejson-3.17.2-py39h3811e60_2
six conda-forge/noarch::six-1.16.0-pyh6c4a22f_0
smmap conda-forge/noarch::smmap-3.0.5-pyh44b312d_0
sqlalchemy conda-forge/linux-64::sqlalchemy-1.4.15-py39h3811e60_0
sqlite conda-forge/linux-64::sqlite-3.35.5-h74cdb3f_0
sqlparse conda-forge/noarch::sqlparse-0.4.1-pyh9f0ad1d_0
tabulate conda-forge/noarch::tabulate-0.8.9-pyhd8ed1ab_0
tk conda-forge/linux-64::tk-8.6.10-h21135ba_1
typing_extensions conda-forge/noarch::typing_extensions-3.7.4.3-py_0
tzdata conda-forge/noarch::tzdata-2021a-he74cb21_0
urllib3 conda-forge/noarch::urllib3-1.26.4-pyhd8ed1ab_0
websocket-client conda-forge/linux-64::websocket-client-0.57.0-py39hf3d152e_4
werkzeug conda-forge/noarch::werkzeug-2.0.1-pyhd8ed1ab_0
wheel conda-forge/noarch::wheel-0.36.2-pyhd3deb0d_0
xz conda-forge/linux-64::xz-5.2.5-h516909a_1
yaml conda-forge/linux-64::yaml-0.2.5-h516909a_0
zlib conda-forge/linux-64::zlib-1.2.11-h516909a_1010
Downloading and Extracting Packages
smmap-3.0.5 | 22 KB | ##################################### | 100%
sqlalchemy-1.4.15 | 2.3 MB | ##################################### | 100%
appdirs-1.4.4 | 13 KB | ##################################### | 100%
gunicorn-20.1.0 | 119 KB | ##################################### | 100%
pyopenssl-20.0.1 | 48 KB | ##################################### | 100%
mako-1.1.4 | 58 KB | ##################################### | 100%
libopenblas-0.3.15 | 9.2 MB | ##################################### | 100%
libcblas-3.9.0 | 11 KB | ##################################### | 100%
gitdb-4.0.7 | 46 KB | ##################################### | 100%
click-8.0.1 | 146 KB | ##################################### | 100%
gorilla-0.4.0 | 13 KB | ##################################### | 100%
gitpython-3.1.17 | 115 KB | ##################################### | 100%
typing_extensions-3. | 25 KB | ##################################### | 100%
pysocks-1.7.1 | 28 KB | ##################################### | 100%
pandas-1.2.3 | 12.1 MB | ##################################### | 100%
libgfortran-ng-9.3.0 | 22 KB | ##################################### | 100%
docker-pycreds-0.4.0 | 11 KB | ##################################### | 100%
docker-py-5.0.0 | 187 KB | ##################################### | 100%
itsdangerous-2.0.1 | 17 KB | ##################################### | 100%
configparser-5.0.2 | 21 KB | ##################################### | 100%
sqlparse-0.4.1 | 34 KB | ##################################### | 100%
werkzeug-2.0.1 | 219 KB | ##################################### | 100%
alembic-1.6.3 | 114 KB | ##################################### | 100%
tabulate-0.8.9 | 26 KB | ##################################### | 100%
cloudpickle-1.6.0 | 22 KB | ##################################### | 100%
asn1crypto-1.4.0 | 78 KB | ##################################### | 100%
brotlipy-0.7.0 | 341 KB | ##################################### | 100%
dataclasses-0.8 | 7 KB | ##################################### | 100%
cryptography-3.4.7 | 1.1 MB | ##################################### | 100%
pycparser-2.20 | 94 KB | ##################################### | 100%
libprotobuf-3.17.0 | 2.5 MB | ##################################### | 100%
simplejson-3.17.2 | 103 KB | ##################################### | 100%
requests-2.25.1 | 51 KB | ##################################### | 100%
pytz-2021.1 | 239 KB | ##################################### | 100%
flask-2.0.1 | 70 KB | ##################################### | 100%
numpy-1.20.3 | 5.8 MB | ##################################### | 100%
markupsafe-2.0.1 | 22 KB | ##################################### | 100%
idna-2.10 | 52 KB | ##################################### | 100%
six-1.16.0 | 14 KB | ##################################### | 100%
libgfortran5-9.3.0 | 2.0 MB | ##################################### | 100%
liblapack-3.9.0 | 11 KB | ##################################### | 100%
pyparsing-2.4.7 | 60 KB | ##################################### | 100%
packaging-20.9 | 35 KB | ##################################### | 100%
jinja2-3.0.1 | 99 KB | ##################################### | 100%
chardet-4.0.0 | 205 KB | ##################################### | 100%
protobuf-3.17.0 | 346 KB | ##################################### | 100%
urllib3-1.26.4 | 99 KB | ##################################### | 100%
pyyaml-5.4.1 | 193 KB | ##################################### | 100%
databricks-cli-0.9.1 | 48 KB | ##################################### | 100%
websocket-client-0.5 | 59 KB | ##################################### | 100%
python-dateutil-2.8. | 220 KB | ##################################### | 100%
greenlet-1.1.0 | 84 KB | ##################################### | 100%
entrypoints-0.3 | 8 KB | ##################################### | 100%
yaml-0.2.5 | 82 KB | ##################################### | 100%
libblas-3.9.0 | 11 KB | ##################################### | 100%
mlflow-1.2.0 | 3.4 MB | ##################################### | 100%
cffi-1.14.5 | 227 KB | ##################################### | 100%
python-editor-1.0.4 | 9 KB | ##################################### | 100%
querystring_parser-1 | 10 KB | ##################################### | 100%
Preparing transaction: done
Verifying transaction: done
Executing transaction: done
#
# To activate this environment, use
#
# $ conda activate p39-mlflow-pandas
#
# To deactivate an active environment, use
#
# $ conda deactivate
Note: you may need to restart the kernel to use updated packages.
Możemy podać jakie pakiety i w jakich wersjach mają być domyślnie dodawane do nowo tworzonych środowisk za pomocą sekcji create_default_package w pliku ~/.condarc
create_default_packages:
- python=3.9
- pandas=1.2.3
- mlflow
Doinstalowanie nowych pakietów może odbyć się poprzez:
conda install mlflow- wywołane w aktywowanym środowiskuconda install -n myenv mlflow- wywołane spoza atkywanego środowiska (instaluje mlflow w środowiskumyenv)pip install- jeśli w środowisku mamy zainstalowane poleceniepip- używamypiptylko, jeśli pakiet nie jest dostępny w repozytoriach conda. Uwagi dotyczące używaniapiprazem z Conda: link
Klonowanie środowiska
Istniejące środowisko można skopiować:
conda create --name myclone --clone myenv
Eksportowanie środowisk
- Definicję środowiska można wyeksportować do pliku
*.yml, który może potem posłużyć do jego odtworzenia - Takie pliki są np. wykorzystywane przez MLflow
conda env export -n myenvname: myenv channels: - conda-forge - defaults dependencies: - _libgcc_mutex=0.1=conda_forge - _openmp_mutex=4.5=1_gnu - ca-certificates=2020.12.5=ha878542_0 - certifi=2020.12.5=py39hf3d152e_1 - ld_impl_linux-64=2.35.1=hea4e1c9_2 - libffi=3.3=h58526e2_2 - libgcc-ng=9.3.0=h2828fa1_19 - libgomp=9.3.0=h2828fa1_19 - libstdcxx-ng=9.3.0=h6de172a_19 - ncurses=6.2=h58526e2_4 - openssl=1.1.1k=h7f98852_0 - pip=21.1.2=pyhd8ed1ab_0 - python=3.9.4=hffdb5ce_0_cpython - python_abi=3.9=1_cp39 - readline=8.1=h46c0cb4_0 - setuptools=49.6.0=py39hf3d152e_3 - sqlite=3.35.5=h74cdb3f_0 - tk=8.6.10=h21135ba_1 - tzdata=2021a=he74cb21_0 - wheel=0.36.2=pyhd3deb0d_0 - xz=5.2.5=h516909a_1 - zlib=1.2.11=h516909a_1010 prefix: /home/tomek/miniconda3/envs/myenv Note: you may need to restart the kernel to use updated packages.
Normalnie, zapisalibyśmy wyni eksportu do pliku:
conda env export -n myenv > myenv.ymlNote: you may need to restart the kernel to use updated packages.
Eksport między systemami
- Jeśli chcemy zapeniwć, że nasze środowisko będzie można odtworzyć na innym systemie, musimy uyżyć flagi
--from-history - Użycie tej flagi spowoduje eksport jedynie tych zależności, które explicite instalowaliśmy (bez ich zależności, które mogą być niekompatybilne między systemami)
conda env export --from-history #Jeśli nie podamy nazwy środowiska, eksportujemy aktywne środowiskoname: base channels: - conda-forge - defaults dependencies: - conda - python=3.9 - jupyter - rise - anaconda-navigator prefix: /home/tomek/miniconda3 Note: you may need to restart the kernel to use updated packages.
Tworzenie środowiska z pliku *.yml
Mając plik *.yml wyeksportowany za pomocą conda env export albo stworzony/zmodyfikowane ręcznie, możemy utworzyć na jego podstawie środowisko:
conda env create -n myenv_from_file -f myenv.ymlCollecting package metadata (repodata.json): done Solving environment: done Preparing transaction: done Verifying transaction: done Executing transaction: done # # To activate this environment, use # # $ conda activate myenv_from_file # # To deactivate an active environment, use # # $ conda deactivate Note: you may need to restart the kernel to use updated packages.
Zadania [10pkt]
- Zainstaluj Anaconda lub Miniconda na swoim komputerze
- Stwórz środowisko zawierające wszystkie zależności wymagane przez stworzone na zajęciach skrypty/programy
- Wyeksportuj środowisko do pliku
environment.ymli dodaj ten plik do repozytorium