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        "description": "[![Anaconda-Server Badge](https://anaconda.org/conda-forge/sos/badges/version.svg)](https://anaconda.org/conda-forge/sos)\n[![PyPI version](https://badge.fury.io/py/sos.svg)](https://badge.fury.io/py/sos)\n[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.1291524.svg)](https://doi.org/10.5281/zenodo.1291524)\n[![Join the chat at https://gitter.im/vatlab/SoS](https://badges.gitter.im/vatlab/SoS.svg)](https://gitter.im/vatlab/SoS?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge&utm_content=badge)\n[![Build Status](https://travis-ci.org/vatlab/SoS.svg?branch=master)](https://travis-ci.org/vatlab/SoS)\n[![Build Status](https://ci.appveyor.com/api/projects/status/x092eusa0tta3msw?svg=true\n)](https://ci.appveyor.com/project/BoPeng/sos)\n\n\n**Script of Scripts (SoS)** consists of **`SoS Notebook`**, a Jupyter-based polyglot notebook that allows the use of multiple Jupyter kernels in one notebook, and\na **`SoS Workflow`**, a workflow system for the execution of workflows in both process- and outcome-oriented styles. It is designed for data scientists and bioinformatics who routinely work with scripts in different languages such as bash, Python, R, and SAS. This repository contains the `SoS Workflow` workflow engine.\n\nPlease refer to the [SoS homepage](http://vatlab.github.io/sos-docs) for more information.\n\nWe welcome and value community contributions: please [post issues](https://github.com/vatlab/SoS/issues)\nto provide us feedback or get our support; please [send pull requests](https://github.com/vatlab/SoS/pulls)\nif you have helped fixing bugs or making improvements to the source code. In addition, if you are interesting in extending SoS, for example adding a new target type or task engine, please have a look at our tutorial on extending SoS [here](https://vatlab.github.io/sos-docs/doc/user_guide/extending_sos.html).\n\n# Installing SoS Workflow and Notebook\n\n* If you are using conda, you can install sos using command\n\n  ```bash\n  conda install sos -c conda-forge\n  ```\n  You can also install a majority of the SoS suite of tools using commands such as\n  ```bash\n  conda install sos sos-pbs sos-notebook jupyterlab-sos sos-bash sos-python sos-r -c conda-forge\n  ```\n  This will install SoS Workflow, SoS Notebook and its JupyterLab extension, language modules for\n  `Bash`, `Python2`, `Python3`, `R`, `R` itself (`r-base` and `r-irkernel` etc) and needed\n  libraries (e.g. `feather`) if needed.  \n\n* If you are not using conda, you will have to install all the pieces one by one, but you will also have the freedom to use non-conda installation of `R`, `Julia` etc. With a working Python 3.6 installation, you can install SoS Workflow with command\n\n  ```bash\n  pip install sos\n  ```\n  and also\n  ```bash\n  pip install sos-pbs\n  ```\n  if you would like to use SoS with a remote batch system such as LSF or Slurm.\n\n  You can install SoS Notebook, and register the sos kernel with Jupyter using the following commands\n\n  ```bash\n  pip install sos-notebook\n  python -m sos_notebook.install\n  ```\n\n  To exchange data between live kernels in SoS Notebook, you will need to install individual kernels (e.g. `irkernel` for `R`), make sure they work under Jupyter, and install SoS language modules using commands such as\n\n  ```bash\n  pip install sos-r sos-matlab sos-python sos-bash\n  ```\n  Different modules might be needed to assist data exchange among kernels. Please refer to [the installation page of sos website](https://vatlab.github.io/sos-docs/#runningsos) for details.\n\n### Change Log of SoS Workflow and SoS Notebook\n\nSoS 0.19.15\n* [sos#1273](https://github.com/vatlab/SoS/issues/1273): Allow workflows to be executed on cluster systems.\n* [sos#1277](https://github.com/vatlab/SoS/issues/1277): Allow master tasks to be executed on cluster systems with extended runtime option `trunk_workers`.\n* [sos#1279](https://github.com/vatlab/SoS/issues/1279): Extend option `-j` of commands `sos run` and `sos execute` to use remote workers.\n* [sos#1288](https://github.com/vatlab/SoS/issues/1288): Change the default value of option `-q` from `localhost` to `None` (no task).\n\nSoS 0.19.0\n* [sos#1056](https://github.com/vatlab/SoS/issues/1056), [sos#1218](https://github.com/vatlab/SoS/issues/1218): Use a new shared execution model to enforce optio `-j`.\n* [sos#1219](https://github.com/vatlab/SoS/issues/1219): Make sure global sections are executed only once\n\nSoS Notebook 0.18.5\n* [sos-notebook#192](https://github.com/vatlab/sos-notebook/issues/192): Allow language modules to support pattern matched kernel names such as julia-?.?\n\nSoS 0.18.6\n* [sos#1206](https://github.com/vatlab/SoS/issues/1206): Allow `output_from(step)` to obtain output from a workflow.\n\nSoS 0.18.5\n* [sos#1186](https://github.com/vatlab/SoS/issues/1186): Add command line option `-T` to enfore dependency tracing.\n* [sos#1197](https://github.com/vatlab/SoS/issues/1197): Introduce function `traced` to make dependencies that will always be traced\n* [sos#1201](https://github.com/vatlab/SoS/issues/1201): Introduce dependencies between compounded workflows\n\nSoS 0.18.4\n* [sos#1185](https://github.com/vatlab/SoS/issues/1185): Disallow the use of parameters in tasks.\n* [sos#1186](https://github.com/vatlab/SoS/issues/1186): (reverted) Enforcing the concept that targets in `depends` statement always try to build dependency.\n\nSoS Notebook 0.18.1\n* [sos-notebook#178](https://github.com/vatlab/sos-notebook/issues/178): Allow adding `&` to the end of magics `%run`, `%sosrun`, and `%runfile` to execute workflow in background.\n* [sos-notebook#179](https://github.com/vatlab/sos-notebook/issues/179): Remove magic `%rerun` and add magic `%runfile`\n* [sos-notebook#180](https://github.com/vatlab/sos-notebook/issues/180): Add option `-r` to `%save` to execute the cell after saving it.\n\nSoS 0.18.0\n* [sos#1115](https://github.com/vatlab/SoS/issues/1115): Function `output_from` and `named_output` to support named inputs and outputs, among other new features summarized in this ticket.\n* [sos#1120](https://github.com/vatlab/SoS/issues/1120): Allow paremeters `group_by`, `paired_with` etc for functions `output_from` and `named_output`.\n* [sos#1125](https://github.com/vatlab/SoS/issues/1125): Set `concurrent=True` as default for substep execution.\n* [sos#1132](https://github.com/vatlab/SoS/issues/1132): Deprecate action `stop_if` and replace it with `done_if` and `skip_if`\n* [sos#1175](https://github.com/vatlab/SoS/issues/1175): Enforce the use of `sos_variable` to import shared variable in a step\n\nSoS Notebook 0.18.0\n* [sos-notebook#150](https://github.com/vatlab/sos-notebook/issues/150): A new side panel that works in the same fashion as JupyterLab's console window.\n* [sos-notebook#154](https://github.com/vatlab/sos-notebook/issues/154): New task status table that allows reporting status, killing, and purging multiple tasks with the same tags.\n\nSoS 0.9.16.10\n* [sos#786](https://github.com/vatlab/SoS/issues/786): Support singularity. See [SoS Singularity Guide](https://vatlab.github.io/sos-docs/doc/tutorials/Singularity.html) for details.\n\nSoS 0.9.16.0, SoS Notebook 0.9.16.0\n* [sos#991](https://github.com/vatlab/SoS/issues/991): Use a new task file format to replace multiple files for each task. **This change is not backward compatible so please upgrade only after you completed and removed all existing tasks.**\n\nSoS 0.9.15.1\n* [sos-notebook#89](https://github.com/vatlab/sos-notebook/issues/89): Added templates to highlight source code using codemirror, with optional auto-generated table of contents.\n\nSoS 0.9.14.10\n* [sos#983](https://github.com/vatlab/SoS/issues/983): Allow depending on an entire process-oriented workflow using a `sos_step()` target that matches multiple steps.\n\nSoS 0.9.14.3:\n* [sos#975](https://github.com/vatlab/SoS/issues/975): Add option `-p` to generate a summary report after the completion of workflow.\n* [sos#976](https://github.com/vatlab/SoS/issues/976): Much improved workflow help message (`sos run script -h`).\n\nSoS Notebook 0.9.14.4:\n* [sos-notebook#79](https://github.com/vatlab/sos-notebook/issues/79): Allow auto-completion and inspection in subkernel cells.\n\nSoS Notebook 0.9.14.1\n* [sos-notebook#74](https://github.com/vatlab/sos-notebook/issues/74): Add a `%revisions` magic to display revision history of the current document.\n\nSoS 0.9.14.1\n* [sos#925](https://github.com/vatlab/SoS/issues/924): Output summary of executed and ignored step, substeps, and tasks after the execution of workflows.\n\nSoS Notebook 0.9.13.4\n* [jupyterlab-sos#11](https://github.com/vatlab/jupyterlab-sos/issues/11): Magic `%cd` now changes directory of all subkernels\n\nSoS Notebook 0.9.12.12\n* [sos-notebook#52](https://github.com/vatlab/sos-notebook/issues/52): All new syntax highlighter that highlights expanded expressions\n* [sos-notebook#58](https://github.com/vatlab/sos-notebook/issues/58): Stop removing leading comments from cells.\n\nSoS 0.9.12.11\n* [sos#922](https://github.com/vatlab/SoS/issues/922): Use user-id for docker execution (-u)\n* [sos#926](https://github.com/vatlab/SoS/issues/926): Add function `zap()` to SoS path classes `path`, `paths`, `file_target`, and `sos_targets`\n\n\nSoS Notebook 0.9.12.11\n* [sos-notebook#44](https://github.com/vatlab/sos-notebook/issues/44): Allow sending text in markdown cells to side panel for execution.\n* [sos-notebook#47](https://github.com/vatlab/sos-notebook/issues/47): Allow clear any HTML element with magic `%clear --class`\n* [sos-notebook#50](https://github.com/vatlab/sos-notebook/issues/50): Re-design logo for SoS Notebook.\n\nSoS 0.9.12.9\n* [sos#914](https://github.com/vatlab/SoS/issues/914): Allow option `active` of actions and tasks to accept conditions.\n* [sos#915](https://github.com/vatlab/SoS/issues/915): Automatically expand user (`~`) for SoS path types `path`, `paths` and `file_targets`.\n* [sos#916](https://github.com/vatlab/SoS/issues/916): Use hashlib instead of faster xxhash under windows\n\nSoS Notebook 0.9.12.9\n* [sos-notebook#41](https://github.com/vatlab/sos-notebook/issues/41): Stop saving unused kernels in sos notebook.\n\nSoS 0.9.12.3\n* [sos#859](https://github.com/vatlab/SoS/issues/859): Introduce automatic auxiliary steps to simplify the use of makefile steps.\n\nSoS 0.9.11.3\n* [sos#879](https://github.com/vatlab/SoS/issues/879): Add action options `stdout` and `stderr` to redict output from script-executing actions.\n* [sos-notebook#42](https://github.com/vatlab/sos-notebook/issues/42): Add option `--append` to magic `%capture` .\n\nSoS 0.9.11.2\n* [sos-notebook#39](https://github.com/vatlab/sos-notebook/issues/39): Separation installation and deployment and use command `python -m sos_notebook.install` to install `sos` kernel to Jupyter.\n\nSoS 0.9.10.19\n\n* [sos#874](https://github.com/vatlab/SoS/issues/874): Add input option `concurrent=True` to allow parallel execution of input groups.\n* [sos#874](https://github.com/vatlab/SoS/issues/874): Optimize task submission of task engines to reduce status checking\n\nSoS Notebook 0.9.10.17\n\n* [sos-notebook#32](https://github.com/vatlab/sos-notebook/issues/32): Add magic `%capture` to capture output of cells\n\n\n",
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