This article will guide you to create the environment using Miniconda on a LANTA HPC system. 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
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Mamba on LANTA HPC
Load
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Mamba module
Use the
ml av MinicondaMamba
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/23.311.10-0.
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username@lanta:~> ml av MinicondaMamba ---------------------- /lustrefs/disk/modules/easybuild/modules/all ----------------------- Miniconda3Mamba/2223.11.1-1 Miniconda3/23.3.1-0-0 (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/2223.11.10-10 |
Unload
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Mamba module
Use the module unload Miniconda3Mamba
command to unload the MinicondaMamba.
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username@lanta:~> module unload Miniconda3Mamba |
Use the module purge
command to unload all currently loaded modules.
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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:~> |
Deactivate your environment
Use the conda deactivate
command to deactivate your environments.
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(tensorflow-2.612.01) 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 ... |
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 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: - python=3.9 The following packages will be downloaded: package | build ---------------------------|----------------- capython-certificates-20233.019.1019 | h06a4308_0 |h0755675_0_cpython 120 KB certifi-2022.12.22.7 MB conda-forge |wheel-0.43.0 | py39h06a4308 pyhd8ed1ab_01 15057 KB conda-forge ------------------------------------------------------------ Total: 22.8 270MB KB The following NEW packages will be INSTALLED: _libgcc_mutex pkgs/mainconda-forge/linux-64::_libgcc_mutex-0.1-mainconda_forge _openmp_mutex pkgs/mainconda-forge/linux-64::_openmp_mutex-4.5.1-12_gnu bzip2 ca-certificates pkgs/main/linux- conda-forge/linux-64::cabzip2-certificates-20231.010.108-h06a4308hd590300_05 certifica-certificates pkgs/main/conda-forge/linux-64::certifica-certificates-20222024.122.72-py39h06a4308hbcca054_0 ld_impl_linux-64 pkgsconda-forge/main/linux-64::ld_impl_linux-64-2.3840-h1181459h41732ed_10 libffi pkgsconda-forge/main/linux-64::libffi-3.4.2-h6a678d5h7f98852_65 libgcc-ng pkgsconda-forge/main/linux-64::libgcc-ng-1113.2.0-h1234567h807b86a_15 libgomp pkgs/mainconda-forge/linux-64::libgomp-1113.2.0-h1234567_1h807b86a_5 libnsl libstdcxx-ng pkgs/mainconda-forge/linux-64::libstdcxxlibnsl-ng-11.2.0.1-h1234567hd590300_10 ncurseslibsqlite pkgs/main/conda-forge/linux-64::ncurseslibsqlite-63.45.42-h6a678d5h2797004_0 openssllibuuid pkgsconda-forge/main/linux-64::openssllibuuid-12.38.1.1t-h7f8727eh0b41bf4_0 piplibxcrypt pkgs/mainconda-forge/linux-64::piplibxcrypt-224.34.136-py39h06a4308hd590300_01 pythonlibzlib pkgs/main/conda-forge/linux-64::pythonlibzlib-31.92.1613-h7a1cb2ahd590300_05 ncurses readline pkgsconda-forge/main/linux-64::readlinencurses-86.4.220240210-h5eee18bh59595ed_0 setuptoolsopenssl pkgs/main conda-forge/linux-64::setuptoolsopenssl-653.62.31-py39h06a4308_0hd590300_1 pip sqlite pkgs/main/linux-64conda-forge/noarch::sqlitepip-324.40.10-h5082296pyhd8ed1ab_0 tkpython pkgs/mainconda-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 pkgs/mainconda-forge/linux-64::xztk-58.26.1013-h5eee18bnoxft_h4845f30_1101 zlibtzdata pkgs/main/linux-64conda-forge/noarch::zlib-1.2.13-h5eee18btzdata-2024a-h0c530f3_0 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 ... |
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username@lanta:~> conda create -n myenv python=3.9 numpy=1.23.5 CollectingChannels: - 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 ---------------------------|----------------- blaslibblas-13.9.0 |21_linux64_openblas 14 KB conda-forge mkl libcblas-3.9.0 6 KB ca-certificates-2023.01.10 ||21_linux64_openblas h06a4308_0 14 KB conda-forge 120 KB certifi-2022.12.7 libgfortran-ng-13.2.0 | | py39h06a4308h69a702a_05 15023 KB conda-forge intelliblapack-openmp-20213.49.0 | h06a4308_3561|21_linux64_openblas 14 KB 4.2 MB conda-forge mklnumpy-20211.423.05 | py39h3d75532_0 h06a4308_640 1425.6 MB conda-forge mkl-service-2.4.0 python-3.9.19 | py39h7f8727e|h0755675_0_cpython 22.7 MB 59 KBconda-forge mklpython_fftabi-1.3.19 | py39hd3c417c_0 4_cp39 182 KB mkl_random-1.2.2 6 KB conda-forge | py39h51133e4_ wheel-0.43.0 309 KB numpy-1.23.5| pyhd8ed1ab_1 | py39h14f4228_0 10 57 KB numpy-base-1.23.5 conda-forge | py39h31eccc5_0 6.7 MB ------------------------------------------------------------ Total: 154 28.34 MB 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 blasbzip2 pkgs/main/conda-forge/linux-64::blasbzip2-1.0.8-mklhd590300_5 ca-certificates pkgsconda-forge/main/linux-64::ca-certificates-20232024.012.102-h06a4308hbcca054_0 certifild_impl_linux-64 conda-forge/linux-64::ld_impl_linux-64-2.40-h41732ed_0 libblas pkgs/main conda-forge/linux-64::certifilibblas-20223.129.70-py39h06a4308_021_linux64_openblas libcblas intel-openmp pkgs/mainconda-forge/linux-64::intellibcblas-openmp-20213.49.0-h06a4308_356121_linux64_openblas libffi ld_impl_linux-64 pkgsconda-forge/main/linux-64::ld_impl_linux-64-2.38-h1181459_1libffi-3.4.2-h7f98852_5 libffilibgcc-ng pkgs/mainconda-forge/linux-64::libffilibgcc-ng-313.42.20-h6a678d5h807b86a_65 libgcclibgfortran-ng pkgs/mainconda-forge/linux-64::libgcclibgfortran-ng-1113.2.0-h1234567h69a702a_15 libgomplibgfortran5 pkgs/main/conda-forge/linux-64::libgomplibgfortran5-1113.2.0-h1234567_1ha4646dd_5 libgomp libstdcxx-ng pkgs/mainconda-forge/linux-64::libstdcxxlibgomp-ng-1113.2.0-h1234567h807b86a_15 mklliblapack pkgs/main/conda-forge/linux-64::mklliblapack-20213.49.0-h06a4308_64021_linux64_openblas libnsl mkl-service pkgsconda-forge/main/linux-64::mkllibnsl-service-2.40.01-py39h7f8727ehd590300_0 mkl_fftlibopenblas pkgs/main/conda-forge/linux-64::mkl_fftlibopenblas-10.3.126-py39hd3c417cpthreads_h413a1c8_0 libsqlite mkl_random pkgs/mainconda-forge/linux-64::mkl_randomlibsqlite-13.245.2-py39h51133e4h2797004_0 ncurseslibstdcxx-ng pkgs/main/conda-forge/linux-64::ncurses-6.4-h6a678d5_0libstdcxx-ng-13.2.0-h7e041cc_5 numpylibuuid pkgs/mainconda-forge/linux-64::numpylibuuid-12.2338.51-py39h14f4228h0b41bf4_0 numpy-baselibxcrypt pkgs/mainconda-forge/linux-64::numpylibxcrypt-base-14.234.536-py39h31eccc5hd590300_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 pythonnumpy pkgs/mainconda-forge/linux-64::pythonnumpy-31.923.165-h7a1cb2apy39h3d75532_0 readlineopenssl pkgs/mainconda-forge/linux-64::readlineopenssl-83.2.1-h5eee18b_0hd590300_1 pip setuptools pkgs/main/linux-64conda-forge/noarch::setuptoolspip-6524.6.30-py39h06a4308pyhd8ed1ab_0 sixpython pkgs/main/noarch::six-1.16.0-pyhd3eb1b0_1 sqliteconda-forge/linux-64::python-3.9.19-h0755675_0_cpython python_abi pkgs/main/conda-forge/linux-64::sqlitepython_abi-3.40.19-h50822964_0cp39 tkreadline pkgs/main/conda-forge/linux-64::tkreadline-8.6.122-h1ccaba5h8228510_01 tzdatasetuptools pkgs/main/conda-forge/noarch::tzdata-2022g-h04d1e81_0setuptools-69.2.0-pyhd8ed1ab_0 tk wheel pkgsconda-forge/main/linux-64::wheeltk-08.386.413-py39h06a4308noxft_h4845f30_0101 xztzdata pkgs/main/linux-64::xz-5.2.10-h5eee18b_1 zlibconda-forge/noarch::tzdata-2024a-h0c530f3_0 wheel pkgs/main/linux-64::zlib-1.2.13-h5eee18bconda-forge/noarch::wheel-0.43.0-pyhd8ed1ab_1 xz conda-forge/linux-64::xz-5.2.6-h166bdaf_0 Proceed ([y]/n)? y ... |
Creating 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.
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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 ... |
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.
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username@lanta:~> conda create --prefix /your project directory/envs python=3.9 CollectingChannels: package- metadata (current_repodataconda-forge Platform: linux-64 Collecting package metadata (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 ---------------------------|----------------- capython-certificates-20233.01.10 |9.19 h06a4308|h0755675_0_cpython 22.7 120 KBMB conda-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 conda-forge/linux-64::_openmp_mutex-4.5-2_gnu bzip2 pkgs/main/ conda-forge/linux-64::bzip2-1.0.8-hd590300_5 ca-certificates conda-forge/linux-64::ca-certificates-2024.2.2-hbcca054_0 ld_impl_linux-64 conda-forge/linux-64::ld_impl_linux-64-2.40-h41732ed_0 libffi conda-forge/linux-64::_openmp_mutex-5.1-1_gnulibffi-3.4.2-h7f98852_5 ca-certificateslibgcc-ng pkgsconda-forge/main/linux-64::calibgcc-certificatesng-202313.012.100-h06a4308h807b86a_05 certifilibgomp pkgs/mainconda-forge/linux-64::certifilibgomp-202213.122.70-py39h06a4308_0h807b86a_5 libnsl ld_impl_linux-64 pkgsconda-forge/main/linux-64::ld_impl_linux-64libnsl-2.380.1-h1181459hd590300_10 libffilibsqlite pkgs/main/conda-forge/linux-64::libffilibsqlite-3.445.2-h6a678d5h2797004_60 libuuid libgcc-ng pkgsconda-forge/main/linux-64::libgcclibuuid-ng-112.238.01-h1234567h0b41bf4_10 libgomplibxcrypt pkgs/mainconda-forge/linux-64::libgomplibxcrypt-114.24.036-h1234567hd590300_1 libzlib libstdcxx-ng pkgs/mainconda-forge/linux-64::libstdcxxlibzlib-ng-111.2.013-h1234567hd590300_15 ncurses pkgsconda-forge/main/linux-64::ncurses-6.4.20240210-h6a678d5h59595ed_0 openssl pkgsconda-forge/main/linux-64::openssl-13.2.1.1t-h7f8727ehd590300_01 pip pkgs/main/linux-64conda-forge/noarch::pip-2224.3.10-py39h06a4308pyhd8ed1ab_0 python pkgsconda-forge/main/linux-64::python-3.9.1619-h7a1cb2ah0755675_0_cpython readline pkgs/mainconda-forge/linux-64::readline-8.2-h5eee18bh8228510_01 setuptools pkgs/main/linux-64conda-forge/noarch::setuptools-65.6.3-py39h06a4308_0 sqlite pkgs/main/linux-64::sqlite-3.40.1-h508229669.2.0-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-0.38.4-py39h06a4308_0 xz pkgs/main/linux-64::xz-5.2.10-h5eee18b_1 zlib.43.0-pyhd8ed1ab_1 xz pkgs/mainconda-forge/linux-64::zlibxz-15.2.136-h5eee18bh166bdaf_0 Proceed ([y]/n)? y ... |
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.
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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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name: 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.
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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.
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username@lanta:~> conda 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 |
Removing the environment
Remove the environment in the user’s home
If you want to remove the myenv environment, you can use the conda remove --name myenv --all
command.
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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.
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username@lanta:~> rm -rf /your project directory/envs |
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