This article will guide you to create an the environment using Miniconda on a LANTA HPC system.
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Using Miniconda on LANTA HPC
Load Miniconda module
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An overview of the content can be found in the table of contents below for immediate visualization of the interesting parts.
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Using Mamba on LANTA HPC
Load Mamba module
Use the
ml av Mamba
command to see which version of Miniconda Mamba is available on the LANTA HPC system.Use the
ml Miniconda3Mamba/xx.xx.x
command to load the Miniconda Mamba version that you want to use. If you don't specify a version, the default version (D) is loaded, which is Miniconda3Mamba/2223.11.10-10.
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username@lanta:~> ml av MinicondaMamba ---------------------- /lustrefs/disk/modules/easybuild/modules/all ----------------------- Miniconda3Mamba/2223.11.1-10-0 (D) Use "module spider" to find all possible modules and extensions. Use "module keyword key1 key2 ..." to search for all possible modules matching any of the "keys". username@lanta:~> ml Miniconda3Mamba/2223.11.10-1 |
Activate your environment
...
0 |
Unload Mamba module
Use the module unload Mamba
command to unload the Mamba.
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username@lanta:~> module unload Mamba |
Use the module purge
command to unload all currently loaded modules.
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username@lanta:~> module purge |
Note |
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Before you use the |
Activate your environment
Use the
conda env list
command to view a list of your environments.If you want to activate your environment such as TensorFlow-2.6.0, you can use the
conda activate tensorflow-2.612.01
command.
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username@lanta:~> conda env list # conda environments: # base /lustrefs/disk/modules/easybuild/software/Miniconda3Mamba/2223.11.10-10 netcdf-py39 /lustrefs/disk/modules/easybuild/software/Miniconda3Mamba/2223.11.10-10/envs/netcdf-py39 pytorch-12.112.02 /lustrefs/disk/modules/easybuild/software/Miniconda3Mamba/2223.11.10-10/envs/pytorch-12.112.02 tensorflow-2.612.0 1 /lustrefs/disk/modules/easybuild/software/Miniconda3Mamba/2223.11.10-10/envs/tensorflow-2.612.01 username@lanta:~> conda activate tensorflow-2.612.01 (tensorflow-2.612.01) username@lanta:~> |
Creating an environment in the user’s home
Create an environment
...
Deactivate your environment
Use the conda deactivate
command to deactivate your environments.
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(tensorflow-2.12.1) username@lanta:~> conda deactivate
username@lanta:~> |
Creating the environment in the user’s home
Create the environment
Use the conda create -n myenv
commands to create the environment with myenv name.
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username@lanta:~> conda create -n myenv Channels: - conda-forge Platform: linux-64 Collecting package metadata (current_repodata.json): done Solving environment: done ## Package Plan ## environment location: /your directory/envs/myenv Proceed ([y]/n)? y ... username@lanta:~> |
Create
...
the environment with a specific version of the packages
Use the conda create -n myenv python=3.9
commands to create the myenv environment with a specific version of python.
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username@lanta:~> conda create -n myenv python=3.9 CollectingChannels: package metadata (current_- conda-forge Platform: linux-64 Collecting package metadata (repodata.json): done Solving environment: done ## Package Plan ## environment location: /your directory/envs/myenv added / updated specs: - python=3.9 The following packages will be downloaded: package | build ---------------------------|----------------- capython-certificates-20233.01.10 |9.19 h06a4308|h0755675_0_cpython 22.7 MB 120 KBconda-forge certifiwheel-20220.12.743.0 | py39h06a4308_0 pyhd8ed1ab_1 15057 KB conda-forge ------------------------------------------------------------ Total: 22.8 270MB KB The following NEW packages will be INSTALLED: _libgcc_mutex pkgsconda-forge/main/linux-64::_libgcc_mutex-0.1-mainconda_forge _openmp_mutex pkgsconda-forge/main/linux-64::_openmp_mutex-4.5.1-12_gnu ca-certificates pkgs/main/linux-64::ca-certificates-2023.01.10-h06a4308_0bzip2 certifi pkgs/main/conda-forge/linux-64::certifibzip2-20221.120.78-py39h06a4308_hd590300_5 ca-certificates conda-forge/linux-64::ca-certificates-2024.2.2-hbcca054_0 ld_impl_linux-64 pkgs/mainconda-forge/linux-64::ld_impl_linux-64-2.3840-h1181459h41732ed_10 libffi pkgs/mainconda-forge/linux-64::libffi-3.4.2-h6a678d5h7f98852_65 libgcc-ng pkgsconda-forge/main/linux-64::libgcc-ng-1113.2.0-h1234567h807b86a_15 libgomp pkgsconda-forge/main/linux-64::libgomp-1113.2.0-h1234567h807b86a_15 libstdcxx-nglibnsl pkgs/mainconda-forge/linux-64::libstdcxxlibnsl-ng-11.2.0.1-h1234567hd590300_10 ncurseslibsqlite pkgs/mainconda-forge/linux-64::ncurseslibsqlite-63.45.42-h6a678d5h2797004_0 openssllibuuid pkgs/mainconda-forge/linux-64::openssllibuuid-12.38.1.1t-h7f8727eh0b41bf4_0 piplibxcrypt pkgs/main/conda-forge/linux-64::piplibxcrypt-224.34.136-py39h06a4308hd590300_01 pythonlibzlib pkgs/main/conda-forge/linux-64::pythonlibzlib-31.92.1613-h7a1cb2ahd590300_05 ncurses readline pkgs/mainconda-forge/linux-64::readlinencurses-86.4.220240210-h5eee18bh59595ed_0 openssl setuptools pkgs/mainconda-forge/linux-64::setuptoolsopenssl-653.62.31-py39h06a4308hd590300_01 sqlitepip pkgs/main/linux-64conda-forge/noarch::sqlitepip-324.40.10-h5082296pyhd8ed1ab_0 tkpython pkgs/main/conda-forge/linux-64::tkpython-83.69.1219-h1ccaba5h0755675_0_cpython tzdatareadline pkgs/main/noarchconda-forge/linux-64::tzdatareadline-2022g8.2-h04d1e81h8228510_01 wheelsetuptools pkgs/main/linux-64::wheel-0.38.4-py39h06a4308conda-forge/noarch::setuptools-69.2.0-pyhd8ed1ab_0 xztk pkgsconda-forge/main/linux-64::xztk-58.26.1013-h5eee18bnoxft_h4845f30_1101 zlibtzdata pkgs/main/linux-64conda-forge/noarch::zlib-1.2.13-h5eee18btzdata-2024a-h0c530f3_0 Proceed ([y]/n)? y ... username@lanta:~> wheel conda-forge/noarch::wheel-0.43.0-pyhd8ed1ab_1 xz conda-forge/linux-64::xz-5.2.6-h166bdaf_0 Proceed ([y]/n)? y ... |
Use the conda create -n myenv python=3.9 numpy=1.23.5
commands to create the myenv environment with a specific version of python and scipynumpy.
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username@lanta:~> conda create -n myenv python=3.9 numpy=1.23.5 Channels: - conda-forge Platform: linux-64 Collecting package metadata (current_repodata.json): done Solving environment: done ## Package Plan ## environment location: /your directory/envs/myenv added / updated specs: - numpy=1.23.5 - python=3.9 The following packages will be downloaded: package | build ---------------------------|----------------- blas-1.0 | mkl 6 KB ca-certificates-2023.01.10 | h06a4308_libblas-3.9.0 120 KB certifi-2022.12.7|21_linux64_openblas 14 |KB conda-forge py39h06a4308_0 150 KBlibcblas-3.9.0 intel-openmp-2021.4.0 |21_linux64_openblas h06a4308_3561 14 KB 4.2 MBconda-forge mkl-2021.4libgfortran-ng-13.2.0 | h69a702a_5 | h06a4308_640 23 KB conda-forge 142.6 MB mkl-service-2.4liblapack-3.9.0 | py39h7f8727e_0|21_linux64_openblas 5914 KB conda-forge mkl_fftnumpy-1.323.15 | py39hd3c417cpy39h3d75532_0 182 KB5.6 MB conda-forge mkl_randompython-13.29.219 | py39h51133e4|h0755675_0_cpython 22.7 MB 309 KBconda-forge numpypython_abi-1.23.53.9 | | py39h14f42284_0cp39 106 KB conda-forge numpywheel-base-10.23.543.0 | py39h31eccc5_0 pyhd8ed1ab_1 57 6.7 MBKB conda-forge ------------------------------------------------------------ Total: 28.4 MB The following NEW packages will be INSTALLED: _libgcc_mutex conda-forge/linux-64::_libgcc_mutex-0.1-conda_forge _openmp_mutex Total: conda-forge/linux-64::_openmp_mutex-4.5-2_gnu bzip2 154.3 MB The following NEW packages will be INSTALLED: conda-forge/linux-64::bzip2-1.0.8-hd590300_5 _libgcc_mutexca-certificates pkgs/main/conda-forge/linux-64::_libgcc_mutex-0.1-mainca-certificates-2024.2.2-hbcca054_0 ld_openmpimpl_mutexlinux-64 pkgs/main/conda-forge/linux-64::ld_openmpimpl_mutexlinux-64-52.140-1h41732ed_gnu0 blaslibblas pkgs/mainconda-forge/linux-64::blaslibblas-13.9.0-mkl21_linux64_openblas libcblas ca-certificates pkgs/mainconda-forge/linux-64::calibcblas-certificates-20233.019.100-h06a4308_021_linux64_openblas libffi certifi pkgsconda-forge/main/linux-64::certifilibffi-20223.124.72-py39h06a4308h7f98852_05 intel-openmplibgcc-ng pkgsconda-forge/main/linux-64::intellibgcc-openmpng-202113.42.0-h06a4308h807b86a_35615 ld_impl_linux-64libgfortran-ng pkgsconda-forge/main/linux-64::ld_impl_linux-64-libgfortran-ng-13.2.380-h1181459h69a702a_15 libffilibgfortran5 pkgs/mainconda-forge/linux-64::libffilibgfortran5-313.42.20-h6a678d5ha4646dd_65 libgomp libgcc-ng pkgsconda-forge/main/linux-64::libgcclibgomp-ng-1113.2.0-h1234567h807b86a_15 libgompliblapack pkgs/mainconda-forge/linux-64::libgompliblapack-113.29.0-h1234567_121_linux64_openblas libnsl libstdcxx-ng pkgsconda-forge/main/linux-64::libstdcxxlibnsl-ng-11.2.0.1-h1234567hd590300_10 mkllibopenblas pkgs/main/conda-forge/linux-64::mkllibopenblas-20210.43.026-h06a4308_640 mkl-servicepthreads_h413a1c8_0 libsqlite pkgsconda-forge/main/linux-64::mkllibsqlite-service-23.445.02-py39h7f8727eh2797004_0 mkl_fftlibstdcxx-ng pkgs/mainconda-forge/linux-64::mkl_fft-1.3.1-py39hd3c417c_0libstdcxx-ng-13.2.0-h7e041cc_5 libuuid mkl_random pkgsconda-forge/main/linux-64::mkl_randomlibuuid-12.238.21-py39h51133e4h0b41bf4_0 ncurseslibxcrypt pkgs/mainconda-forge/linux-64::ncurseslibxcrypt-64.4.36-h6a678d5hd590300_01 numpylibzlib pkgs/main/conda-forge/linux-64::numpylibzlib-1.232.513-py39h14f4228_0hd590300_5 ncurses numpy-base pkgs/mainconda-forge/linux-64::numpyncurses-base-16.234.520240210-py39h31eccc5h59595ed_0 opensslnumpy pkgsconda-forge/main/linux-64::opensslnumpy-1.123.1t5-h7f8727epy39h3d75532_0 pipopenssl pkgs/main/conda-forge/linux-64::pipopenssl-223.32.1-py39h06a4308_0hd590300_1 pip python pkgs/main/linux-64conda-forge/noarch::pythonpip-324.9.160-h7a1cb2apyhd8ed1ab_0 python readline pkgsconda-forge/main/linux-64::readlinepython-83.9.219-h5eee18bh0755675_0_cpython setuptoolspython_abi pkgs/mainconda-forge/linux-64::setuptoolspython_abi-653.6.39-py39h06a43084_0cp39 sixreadline pkgs/main/noarch::six-1.16.0-pyhd3eb1b0conda-forge/linux-64::readline-8.2-h8228510_1 sqlitesetuptools pkgs/main/linux-64::sqlite-3.40.1-h5082296conda-forge/noarch::setuptools-69.2.0-pyhd8ed1ab_0 tk pkgs/mainconda-forge/linux-64::tk-8.6.1213-h1ccaba5noxft_h4845f30_0101 tzdata pkgs/mainconda-forge/noarch::tzdata-2022g2024a-h04d1e81h0c530f3_0 wheel pkgs/main/linux-64conda-forge/noarch::wheel-0.3843.40-py39h06a4308pyhd8ed1ab_01 xz pkgs/main/linux-64::xz-5.2.10-h5eee18b_1 zlib pkgs/mainconda-forge/linux-64::zlibxz-15.2.136-h5eee18bh166bdaf_0 Proceed ([y]/n)? y ... username@lanta:~> |
Creating
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the environment in the project’s home
Specify a location for
...
the environment
Use the conda create --prefix /your project directory/envs
commands to create the environment on the specific location.
Code Block |
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username@lanta:~> conda create --prefix /your project directory/envs Channels: - conda-forge Platform: linux-64 Collecting package metadata (current_repodata.json): done Solving environment: done ## Package Plan ## environment location: /your project directory/envs Proceed ([y]/n)? y ... username@lanta:~> |
Specify a location for
...
the environment with a specific version of a package
Use the conda create --prefix /your project directory/envs python=3.9
commands to create the environment with a specific version of a package on a specific location.
Code Block |
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username@lanta:~> conda create --prefix /your project directory/envs python=3.9 Channels: - conda-forge Platform: linux-64 Collecting package metadata (current_repodata.json): done Solving environment: done ## Package Plan ## environment location: /your project directory/envs added / updated specs: - python=3.9 The following packages will be downloaded: package | build ---------------------------|----------------- ca-certificates-2023.01.10 |python-3.9.19 h06a4308|h0755675_0_cpython 22.7 MB 120 KBconda-forge certifiwheel-20220.12.743.0 | py39h06a4308pyhd8ed1ab_01 15057 KB conda-forge --------------------------------------------------------------------- Total: 22.8 MB The following NEW packages will be INSTALLED: Total:_libgcc_mutex conda-forge/linux-64::_libgcc_mutex-0.1-conda_forge _openmp_mutex conda-forge/linux-64::_openmp_mutex-4.5-2_gnu bzip2 270 KB The following NEW packages will be INSTALLED: _libgcc_mutex pkgs/main/conda-forge/linux-64::_libgcc_mutex-bzip2-1.0.18-mainhd590300_5 _openmp_mutexca-certificates pkgs/main/conda-forge/linux-64::_openmp_mutex-5.1-1_gnu ca-certificates pkgs/mainca-certificates-2024.2.2-hbcca054_0 ld_impl_linux-64 conda-forge/linux-64::ca-certificates-2023.01.10-h06a4308ld_impl_linux-64-2.40-h41732ed_0 certifilibffi pkgs/mainconda-forge/linux-64::certifilibffi-20223.124.72-py39h06a4308h7f98852_05 ld_impl_linux-64libgcc-ng pkgsconda-forge/main/linux-64::ld_impl_linux-64-libgcc-ng-13.2.380-h1181459h807b86a_15 libffilibgomp pkgs/main/conda-forge/linux-64::libffilibgomp-313.42.20-h6a678d5_6h807b86a_5 libnsl libgcc-ng pkgs/mainconda-forge/linux-64::libgcc-nglibnsl-11.2.0.1-h1234567hd590300_10 libgomplibsqlite pkgs/main/conda-forge/linux-64::libgomplibsqlite-113.45.2.0-h1234567_1h2797004_0 libuuid libstdcxx-ng pkgs/mainconda-forge/linux-64::libstdcxxlibuuid-ng-112.238.01-h1234567h0b41bf4_10 ncurseslibxcrypt pkgs/mainconda-forge/linux-64::ncurseslibxcrypt-64.4.36-h6a678d5hd590300_01 openssllibzlib pkgsconda-forge/main/linux-64::openssllibzlib-1.12.1t13-h7f8727ehd590300_05 pipncurses pkgs/main/conda-forge/linux-64::pipncurses-226.34.120240210-py39h06a4308h59595ed_0 pythonopenssl pkgs/main/conda-forge/linux-64::pythonopenssl-3.92.161-h7a1cb2a_0hd590300_1 pip readline pkgs/main/linux-64conda-forge/noarch::readlinepip-824.20-h5eee18bpyhd8ed1ab_0 setuptoolspython pkgsconda-forge/main/linux-64::setuptoolspython-653.69.319-py39h06a4308h0755675_0_cpython sqlitereadline pkgs/main/conda-forge/linux-64::sqlitereadline-38.40.12-h5082296h8228510_01 tksetuptools pkgs/main/linux-64::tk-8.6.12-h1ccaba5conda-forge/noarch::setuptools-69.2.0-pyhd8ed1ab_0 tzdatatk pkgs/main/noarch::tzdata-2022g-h04d1e81_0 wheelconda-forge/linux-64::tk-8.6.13-noxft_h4845f30_101 tzdata pkgs/main/linux-64conda-forge/noarch::wheel-0.38.4-py39h06a4308tzdata-2024a-h0c530f3_0 xzwheel pkgs/main/linux-64::xz-5.2.10-h5eee18bconda-forge/noarch::wheel-0.43.0-pyhd8ed1ab_1 zlibxz pkgsconda-forge/main/linux-64::zlibxz-15.2.136-h5eee18bh166bdaf_0 Proceed ([y]/n)? y ... username@lanta:~>. |
Activate your environment in the project’s home
If you want to activate your environment in the project’s home, you can use the conda activate /your project directory/envs
command/envs
command.
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username@lanta:~> conda activate /your project directory/envs
(/your project directory/envs) username@lanta:~> |
Creating the environment from an requirements.yml file
A simple requirements.yml file
In the requirements.yml file, you need to specify the environment name and packages that you want to use.
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username@lanta:~> conda activate /your project directory/envs
(/your project directory/envs) username@lanta:~> |
Creating an environment from an requirements.yml file
A simple requirements.yml file
In the requirements.yml file, you need to specify the environment name and packages that you want to use.
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name: envs dependencies: - python=3.9 - numpy=1.23.5 - pandasname: envs dependencies: - python=3.9 - numpy=1.23.5 - pandas |
Create the environment from the requirements.yml file in the user’s home
Use the conda env create -f requirements.yml
commands to create the environment from the requirements.yml file in the user’s home.
Code Block |
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username@lanta:~> conda env create -f requirements.yml
Channels:
- conda-forge
Platform: linux-64
Collecting package metadata (repodata.json): done
Solving environment: done
Downloading and Extracting Packages
Preparing transaction: done
Verifying transaction: done
Executing transaction: done |
Create the environment from the requirements.yml file in the
...
project’s home
Use the conda env create -f requirements.yml --prefix /your project directory/envs
commands to create the environment from the requirements.yml file on the specific location.
Code Block |
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username@lanta:~> conda env create -f requirements.yml env create -f requirements.yml --prefix /your project directory/envs Channels: - conda-forge Platform: linux-64 Collecting package metadata (repodata.json): done Solving environment: done Downloading and Extracting Packages Preparing transaction: done Verifying transaction: done Executing transaction: done username@lanta:~> |
...
Removing the environment
...
Remove the environment in the
...
user’s home
If you want to specify the location Use the conda env create -f requirements.yml
commands to create the environment from the requirements.yml file.remove the myenv environment, you can use the conda remove --name myenv --all
command.
Code Block |
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username@lanta:~> conda remove --name myenv --all |
Remove the environment in the project’s home
If you want to remove the environment in /your project directory/envs
, you can use the rm -rf /your project directory/envs
command.
Code Block |
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username@lanta:~> conda envrm create -f requirements.yml --prefix-rf /your project directory/envs |
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