Skip to main content

Quick environment solver

Project description

# mungo

**IMPORTANT WARNING**
*mungo* is experimental, things are *very* likely to break.

*mungo* acts as a drop-in replacement for `conda create` and `conda install` -
but with way faster environment resolution.
The improvements in speed are achieved by employing linear programming instead
of sat-solving and caching of intermediate results (see "The ILP" for more information).

Note that we do not want to replace conda - we merely wish to share our solution so that it can be tested and perhaps
someday be integrated into conda itself.

## Caveats
- *mungo* only exposes basic functionality:
- `install (package_spec)+ (--name NAME)? (--channel CHANNEL)* (--file FILE)?`
- `create  (package_spec)* (--name NAME)? (--channel CHANNEL)* (--file FILE)?`
- *mungo*'s solutions will *not* be the same as conda's.
- *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.
- *mungo* only reads channels from `~/.condarc` (but also uses the `--channel` arguments, if supplied, of course).
- *mungo* only supports linux at the moment.

## Installation
You need a working conda installation, since actual package installation is
delegated to conda.
### from PIP
pip install mungo

## Examples
# create an environment named 'foo' with the specified packages
mungo create -n foo "python>=3.7" pulp packaging pyyaml

# create an environment from an environment file (such as mungo.yml)
mungo create --file mungo.yml

# install packages into the current environment
mungo install bwa

# install packages into a different environment
mungo install -n foo bwa

## The ILP
*mungo* uses an integer linear program to determine a configuration of compatible packages which maximizes version numbers while also keeping channel order in mind.

![alt text](images/dag.png "Dependency DAG")

After merging, ILP variables ∈ {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).
In a second step, the following ILP constraints are generated from the constrain nodes defined above:
For 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`).

![alt text](images/dag2.png "Dependency DAG")


![alt text](images/dag3.png "Dependency DAG")
## Changelog
- version 0.1.4: Show packages that get updated/downgraded/installed.
- version 0.1.3: Prioritize channels over version numbers. Add '-y/--yes' flag to skip package installation confirmation.
- version 0.1.0: Initial version.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

mungo-0.2.5.tar.gz (13.6 kB view details)

Uploaded Source

File details

Details for the file mungo-0.2.5.tar.gz.

File metadata

  • Download URL: mungo-0.2.5.tar.gz
  • Upload date:
  • Size: 13.6 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/1.13.0 pkginfo/1.5.0.1 requests/2.18.4 setuptools/38.4.0 requests-toolbelt/0.9.1 tqdm/4.31.1 CPython/3.6.7

File hashes

Hashes for mungo-0.2.5.tar.gz
Algorithm Hash digest
SHA256 f38068877658c3904a1f304e45cfcea94b2a17a921a3b29e1de5218afc045425
MD5 4eae28e89ac52e6ad0081a2c65325dad
BLAKE2b-256 995d842875d5ea08e9be1eeade0e7fc05e62056d7c807c0b9991f34e99f7b013

See more details on using hashes here.

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page