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        "author": "Christopher Schr\u00f6der, Till Hartmann",
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        "description": "# mungo\n\n**IMPORTANT WARNING**\n*mungo* is experimental, things are *very* likely to break.\n\n*mungo* acts as a drop-in replacement for `conda create` and `conda install` -\nbut with way faster environment resolution.\nThe improvements in speed are achieved by employing linear programming instead\nof sat-solving and caching of intermediate results (see \"The ILP\" for more information).\n\nNote that we do not want to replace conda - we merely wish to share our solution so that it can be tested and perhaps\nsomeday be integrated into conda itself.\n\n## Caveats\n  - *mungo* only exposes basic functionality:\n    - `install (package_spec)+ (--name NAME)? (--channel CHANNEL)* (--file FILE)?`\n    - `create\u2003 (package_spec)* (--name NAME)? (--channel CHANNEL)* (--file FILE)?`\n  - *mungo*'s solutions will *not* be the same as conda's.\n  - *mungo* cannot handle custom channel urls. Any channel which has `repodata.json.bz2` files available from `https://conda.anaconda.org/CHANNEL/ARCH` is fine, though.\n  - *mungo* only reads channels from `~/.condarc` (but also uses the `--channel` arguments, if supplied, of course).\n  - *mungo* only supports linux at the moment.\n\n## Installation\nYou need a working conda installation, since actual package installation is\ndelegated to conda.\n### from PIP\n    pip install mungo\n\n## Examples\n    # create an environment named 'foo' with the specified packages\n    mungo create -n foo \"python>=3.7\" pulp packaging pyyaml\n\n    # create an environment from an environment file (such as mungo.yml)\n    mungo create --file mungo.yml\n\n    # install packages into the current environment\n    mungo install bwa\n\n    # install packages into a different environment\n    mungo install -n foo bwa\n\n## The ILP\n*mungo* uses an integer linear program to determine a configuration of compatible packages which maximizes version numbers while also keeping channel order in mind.\n\n![alt text](images/dag.png \"Dependency DAG\")\n\nAfter merging, ILP variables \u2208 {0, 1} are created for each *p*-node. These variables relate to `(package, version)` configurations and tell us whether a configuration is selected for installation (1) or not (0).\nIn a second step, the following ILP constraints are generated from the constrain nodes defined above:\nFor each parent `p` (variable), the sum of all children (variables) `C` must be greater or equal to `p`; in other words: If `p` is selected, at least one available version of each dependent package must also be selected. If `p` is *not* selected for installation (i.e. `p = 0`), installation status of its dependencies is not relevant (for `p`).\n\n![alt text](images/dag2.png \"Dependency DAG\")\n\n\n![alt text](images/dag3.png \"Dependency DAG\")\n## Changelog\n  - version 0.1.4: Show packages that get updated/downgraded/installed.\n  - version 0.1.3: Prioritize channels over version numbers. Add '-y/--yes' flag to skip package installation confirmation.\n  - version 0.1.0: Initial version.",
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