Anaconda: Difference between revisions
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== Installation == | ==Installation== | ||
{{highlight|lang=terminal|code= | {{highlight|lang=terminal|code= | ||
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}} | }} | ||
== Usage == | ==Usage== | ||
{| class="wikitable" | {| class="wikitable" | ||
! Command | !Command | ||
! Description | !Description | ||
|- | |- | ||
| conda create -n env_name pip python=version | |<code>conda create -n env_name pip python=version</code> | ||
| env_name is the name of the new environment. Packages follow. | |env_name is the name of the new environment. Packages follow. | ||
|- | |- | ||
| conda env [-n] list | |<code>conda env [-n] list</code> | ||
| Lists environments. -n lists deactivated environments. | |Lists environments. -n lists deactivated environments. | ||
|- | |- | ||
| conda list | |<code>conda list</code> | ||
| Environment currently activated | |Environment currently activated | ||
|- | |- | ||
| conda info –envs | |<code>conda info –envs</code> | ||
| View list of packages installed on certain environment: | |View list of packages installed on certain environment: | ||
|- | |- | ||
| conda list -n env_name package_name | |<code>conda list -n env_name package_name</code> | ||
| See if a certain package is installed. | |See if a certain package is installed. | ||
|- | |- | ||
| conda activate env_name | |<code>conda activate env_name</code> | ||
| Activates an environment | |Activates an environment | ||
|- | |- | ||
| conda deactivate | |<code>conda deactivate</code> | ||
| Exit from an environment | |Exit from an environment | ||
|- | |- | ||
| conda env remove -n env_name | |<code>conda env remove -n env_name</code> | ||
| Removes an environment | |Removes an environment | ||
|- | |||
|<code>conda install package=version</code> | |||
|Install a specific version of a package | |||
|- | |||
|<code>conda clean --all [--dry-run]</code> | |||
|Cleanup unused files in the pkgs directory. Pass in <code>--dry-run</code> to see what would have been done. | |||
|} | |} | ||
== | ==Tasks== | ||
=== Configuration === | |||
Some conda configs including channels are set in the ~/.condarc file. | |||
===Setup an R environment=== | |||
To create and install a particular package in a new environment, such as R: | To create and install a particular package in a new environment, such as R: | ||
{{highlight|lang=terminal|code= | {{highlight|lang=terminal|code= | ||
| Line 67: | Line 78: | ||
}} | }} | ||
== See Also == | ===Setup R Bioconda=== | ||
* https://linuxize.com/post/how-to-install-anaconda-on-centos-7/ | To get Bioconda working, you will need to add the following channels first: | ||
{{highlight|lang=terminal|code= | |||
$ conda config --add channels defaults | |||
$ conda config --add channels bioconda | |||
$ conda config --add channels conda-forge | |||
}} | |||
Once that is done, you can then install packages such as: | |||
{{highlight|lang=terminal|code= | |||
$ conda install r-metaboanalyst | |||
}} | |||
Missing channels will result in a conflict and an empty UnsatisfiableError failure: | |||
{{highlight|lang=text|code= | |||
(rlang) ~ % conda create -n rmetabo -c bioconda r-metaboanalyst | |||
Collecting package metadata (current_repodata.json): done | |||
Solving environment: failed with repodata from current_repodata.json, will retry with next repodata source. | |||
Collecting package metadata (repodata.json): done | |||
Solving environment: / | |||
Found conflicts! Looking for incompatible packages. | |||
This can take several minutes. Press CTRL-C to abort. | |||
failed | |||
UnsatisfiableError: | |||
}} | |||
After installing a package, it does not load and results in the following error: | |||
{{highlight|lang=text|code= | |||
‘GenomeInfoDbData’ was installed before R 4.0.0: please re-install it | |||
}} | |||
This occurred only on the account with an old version of Miniconda and was fixed by installing the latest version of Anaconda and re-running all the commands above to reinstall the package. | |||
== Troubleshooting == | |||
=== Conda is stuck solving environment === | |||
Conda being slow or stuck at solving an environment is a common problem. When running conda with the -vvv option, it eventually prints "Invoking SAT with clause count ###" with some ever-changing (never really decreasing) number while consuming an entire CPU core. | |||
Anaconda has a blog post about some possible mitigations at https://www.anaconda.com/blog/understanding-and-improving-condas-performance. | |||
Some suggestions for those running into this issue are to: | |||
# Remove the conda-forge channel if possible. Replace it with conda-metachannel. | |||
# Specify a specific package rather than using a broad package spec. Eg. <code>conda install conda=4.11.0</code> | |||
# Set "<code>conda config --set channel_priority strict</code>" | |||
# Create a fresh environment and start all over. | |||
There are [https://github.com/conda/conda/issues/8051#issuecomment-663849490 some other solutions] that other users on GitHub reported to have helped including: | |||
# Set conda-forge last in the channels list in <code>~/.condarc</code> | |||
# Set <code>channel_priority to flexible</code>. (which goes against Anaconda's suggestion above) | |||
==See Also== | |||
*https://linuxize.com/post/how-to-install-anaconda-on-centos-7/ | |||
{{Navbox Linux}} | |||
[[Category:Linux]] | |||
[[Category:HPC]] | |||
[[Category:LinuxUtilities]] | |||
Latest revision as of 15:55, 22 April 2024
Installation
$ wget https://repo.anaconda.com/archive/Anaconda3-2019.10-Linux-x86_64.sh
$ bash Anaconda3*sh
Do you wish the installer to initialize Anaconda3
in your /gpfs/home/lleung/.bashrc ? [yes|no]
[no] >>> yes
Once installed, you will need to initialize and set up conda for your shell.
$ conda init zsh
## Restart or exec your shell
$ exec zsh
## If loaded properly, your shell should have a prefix of the environment name. Defaults to 'base'
(base) $
Usage
| Command | Description |
|---|---|
conda create -n env_name pip python=version
|
env_name is the name of the new environment. Packages follow. |
conda env [-n] list
|
Lists environments. -n lists deactivated environments. |
conda list
|
Environment currently activated |
conda info –envs
|
View list of packages installed on certain environment: |
conda list -n env_name package_name
|
See if a certain package is installed. |
conda activate env_name
|
Activates an environment |
conda deactivate
|
Exit from an environment |
conda env remove -n env_name
|
Removes an environment |
conda install package=version
|
Install a specific version of a package |
conda clean --all [--dry-run]
|
Cleanup unused files in the pkgs directory. Pass in --dry-run to see what would have been done.
|
Tasks
Configuration
Some conda configs including channels are set in the ~/.condarc file.
Setup an R environment
To create and install a particular package in a new environment, such as R:
$ conda create -n mro_env r-essentials
$ conda activate mro_env
To deactivate, run:
(base) $ conda deactivate
Setup R Bioconda
To get Bioconda working, you will need to add the following channels first:
$ conda config --add channels defaults
$ conda config --add channels bioconda
$ conda config --add channels conda-forge
Once that is done, you can then install packages such as:
$ conda install r-metaboanalyst
Missing channels will result in a conflict and an empty UnsatisfiableError failure:
(rlang) ~ % conda create -n rmetabo -c bioconda r-metaboanalyst
Collecting package metadata (current_repodata.json): done
Solving environment: failed with repodata from current_repodata.json, will retry with next repodata source.
Collecting package metadata (repodata.json): done
Solving environment: /
Found conflicts! Looking for incompatible packages.
This can take several minutes. Press CTRL-C to abort.
failed
UnsatisfiableError:
After installing a package, it does not load and results in the following error:
‘GenomeInfoDbData’ was installed before R 4.0.0: please re-install it
This occurred only on the account with an old version of Miniconda and was fixed by installing the latest version of Anaconda and re-running all the commands above to reinstall the package.
Troubleshooting
Conda is stuck solving environment
Conda being slow or stuck at solving an environment is a common problem. When running conda with the -vvv option, it eventually prints "Invoking SAT with clause count ###" with some ever-changing (never really decreasing) number while consuming an entire CPU core.
Anaconda has a blog post about some possible mitigations at https://www.anaconda.com/blog/understanding-and-improving-condas-performance.
Some suggestions for those running into this issue are to:
- Remove the conda-forge channel if possible. Replace it with conda-metachannel.
- Specify a specific package rather than using a broad package spec. Eg.
conda install conda=4.11.0 - Set "
conda config --set channel_priority strict" - Create a fresh environment and start all over.
There are some other solutions that other users on GitHub reported to have helped including:
- Set conda-forge last in the channels list in
~/.condarc - Set
channel_priority to flexible. (which goes against Anaconda's suggestion above)