This article will guide you to create an 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.
Table of Contents |
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Using
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Mamba on LANTA HPC
Load
...
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/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/2223.11.1-10-0 |
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.
Code Block |
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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-2.612.01 /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-2.12.1) 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 conda 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 Channels: - 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 ---------------------------|----------------- python-3.9.19 |h0755675_0_cpython 22.7 MB conda-forge wheel-0.43.0 | pyhd8ed1ab_1 57 KB conda-forge ------------------------------------------------------------ Total: 22.8 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-4.5-2_gnu bzip2 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::libffi-3.4.2-h7f98852_5 libgcc-ng conda-forge/linux-64::libgcc-ng-13.2.0-h807b86a_5 libgomp conda-forge/linux-64::libgomp-13.2.0-h807b86a_5 libnsl conda-forge/linux-64::libnsl-2.0.1-hd590300_0 libsqlite conda-forge/linux-64::libsqlite-3.45.2-h2797004_0 libuuid conda-forge/linux-64::libuuid-2.38.1-h0b41bf4_0 libxcrypt conda-forge/linux-64::libxcrypt-4.4.36-hd590300_1 libzlib conda-forge/linux-64::libzlib-1.2.13-hd590300_5 ncurses conda-forge/linux-64::ncurses-6.4.20240210-h59595ed_0 openssl conda-forge/linux-64::openssl-3.2.1-hd590300_1 pip conda-forge/noarch::pip-24.0-pyhd8ed1ab_0 python conda-forge/linux-64::python-3.9.19-h0755675_0_cpython readline conda-forge/linux-64::readline-8.2-h8228510_1 setuptools conda-forge/noarch::setuptools-69.2.0-pyhd8ed1ab_0 tk conda-forge/linux-64::tk-8.6.13-noxft_h4845f30_101 tzdata conda-forge/noarch::tzdata-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 ... |
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 numpy.
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username@lanta:~> conda create -n myenv python=3.9 scipy=0.17.3 |
...
numpy=1.23.5
Channels:
- 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:
- numpy=1.23.5
- python=3.9
The following packages will be downloaded:
package | build
---------------------------|-----------------
libblas-3.9.0 |21_linux64_openblas 14 KB conda-forge
libcblas-3.9.0 |21_linux64_openblas 14 KB conda-forge
libgfortran-ng-13.2.0 | h69a702a_5 23 KB conda-forge
liblapack-3.9.0 |21_linux64_openblas 14 KB conda-forge
numpy-1.23.5 | py39h3d75532_0 5.6 MB conda-forge
python-3.9.19 |h0755675_0_cpython 22.7 MB conda-forge
python_abi-3.9 | 4_cp39 6 KB conda-forge
wheel-0.43.0 | pyhd8ed1ab_1 57 KB 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 conda-forge/linux-64::_openmp_mutex-4.5-2_gnu
bzip2 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
libblas conda-forge/linux-64::libblas-3.9.0-21_linux64_openblas
libcblas conda-forge/linux-64::libcblas-3.9.0-21_linux64_openblas
libffi conda-forge/linux-64::libffi-3.4.2-h7f98852_5
libgcc-ng conda-forge/linux-64::libgcc-ng-13.2.0-h807b86a_5
libgfortran-ng conda-forge/linux-64::libgfortran-ng-13.2.0-h69a702a_5
libgfortran5 conda-forge/linux-64::libgfortran5-13.2.0-ha4646dd_5
libgomp conda-forge/linux-64::libgomp-13.2.0-h807b86a_5
liblapack conda-forge/linux-64::liblapack-3.9.0-21_linux64_openblas
libnsl conda-forge/linux-64::libnsl-2.0.1-hd590300_0
libopenblas conda-forge/linux-64::libopenblas-0.3.26-pthreads_h413a1c8_0
libsqlite conda-forge/linux-64::libsqlite-3.45.2-h2797004_0
libstdcxx-ng conda-forge/linux-64::libstdcxx-ng-13.2.0-h7e041cc_5
libuuid conda-forge/linux-64::libuuid-2.38.1-h0b41bf4_0
libxcrypt conda-forge/linux-64::libxcrypt-4.4.36-hd590300_1
libzlib conda-forge/linux-64::libzlib-1.2.13-hd590300_5
ncurses conda-forge/linux-64::ncurses-6.4.20240210-h59595ed_0
numpy conda-forge/linux-64::numpy-1.23.5-py39h3d75532_0
openssl conda-forge/linux-64::openssl-3.2.1-hd590300_1
pip conda-forge/noarch::pip-24.0-pyhd8ed1ab_0
python conda-forge/linux-64::python-3.9.19-h0755675_0_cpython
python_abi conda-forge/linux-64::python_abi-3.9-4_cp39
readline conda-forge/linux-64::readline-8.2-h8228510_1
setuptools conda-forge/noarch::setuptools-69.2.0-pyhd8ed1ab_0
tk conda-forge/linux-64::tk-8.6.13-noxft_h4845f30_101
tzdata conda-forge/noarch::tzdata-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
... |
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.
Code Block |
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username@lanta:~> conda create --prefix /your project directory/envs
Channels:
- conda-forge
Platform: linux-64
Collecting package metadata (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 Channels: - conda-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 ---------------------------|----------------- python-3.9.19 |h0755675_0_cpython 22.7 MB conda-forge wheel-0.43.0 | pyhd8ed1ab_1 57 KB conda-forge ------------------------------------------------------------ Total: 22.8 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-4.5-2_gnu bzip2 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::libffi-3.4.2-h7f98852_5 libgcc-ng conda-forge/linux-64::libgcc-ng-13.2.0-h807b86a_5 libgomp conda-forge/linux-64::libgomp-13.2.0-h807b86a_5 libnsl conda-forge/linux-64::libnsl-2.0.1-hd590300_0 libsqlite conda-forge/linux-64::libsqlite-3.45.2-h2797004_0 libuuid conda-forge/linux-64::libuuid-2.38.1-h0b41bf4_0 libxcrypt conda-forge/linux-64::libxcrypt-4.4.36-hd590300_1 libzlib conda-forge/linux-64::libzlib-1.2.13-hd590300_5 ncurses conda-forge/linux-64::ncurses-6.4.20240210-h59595ed_0 openssl conda-forge/linux-64::openssl-3.2.1-hd590300_1 pip conda-forge/noarch::pip-24.0-pyhd8ed1ab_0 python conda-forge/linux-64::python-3.9.19-h0755675_0_cpython readline conda-forge/linux-64::readline-8.2-h8228510_1 setuptools conda-forge/noarch::setuptools-69.2.0-pyhd8ed1ab_0 tk conda-forge/linux-64::tk-8.6.13-noxft_h4845f30_101 tzdata conda-forge/noarch::tzdata-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 ... |
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
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the environment from an
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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: testenvs dependencies: - python=3.9 - numpy=1.23.15 - 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 environment.ymlrequirements.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 environmentrequirements.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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