base on The Fast Cross-Platform Package Manager  ## The Fast Cross-Platform Package Manager <table> <thead align="center" cellspacing="10"> <tr> <th colspan="3" align="center" border="">part of mamba-org</th> </tr> </thead> <tbody> <tr background="#FFF"> <td align="center">Package Manager <a href="https://github.com/mamba-org/mamba">mamba</a></td> <td align="center">Package Server <a href="https://github.com/mamba-org/quetz">quetz</a></td> </tr> </tbody> </table> # mamba [](https://github.com/mamba-org/mamba/actions) [](https://gitter.im/mamba-org/Lobby?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge&utm_content=badge) [](https://mamba.readthedocs.io/en/latest) [](https://gurubase.io/g/mamba) `mamba` is a reimplementation of the conda package manager in C++. - parallel downloading of repository data and package files using multi-threading - libsolv for much faster dependency solving, a state of the art library used in the RPM package manager of Red Hat, Fedora and OpenSUSE - core parts of `mamba` are implemented in C++ for maximum efficiency At the same time, `mamba` utilizes the same command line parser, package installation and deinstallation code and transaction verification routines as `conda` to stay as compatible as possible. `mamba` is part of the [conda-forge](https://conda-forge.org/) ecosystem, which also consists of `quetz`, an open source `conda` package server. You can read our [announcement blog post](https://medium.com/@QuantStack/open-software-packaging-for-science-61cecee7fc23). ## micromamba `micromamba` is the statically linked version of `mamba`. It can be installed as a standalone executable without any dependencies, making it a perfect fit for CI/CD pipelines and containerized environments. See the [documentation on `micromamba`](https://mamba.readthedocs.io/en/latest/user_guide/micromamba.html) for details. ## `mamba` v.s. `micromamba` `mamba` has to be preferred when: - `libmambapy` or `libmamba` is used by other software in the same environment. - Scenarios where regular updates to libraries are required (especially for security). - Environments are focused on reducing disk space usage for dependencies. `micromamba` has to be preferred when: - Relying a single self-contained executable is required. - A miniforge distribution is not present. - Usage requires minimal runtime. ## Installation Please refer to the [mamba](https://mamba.readthedocs.io/en/latest/installation/mamba-installation.html) and [micromamba](https://mamba.readthedocs.io/en/latest/installation/micromamba-installation.html) installation guide in the documentation. ## Additional features in Mamba and Micromamba `mamba` and `micromamba` come with features on top of stock `conda`. ### `repoquery` To efficiently query repositories and query package dependencies you can use `mamba repoquery` or `micromamba repoquery`. See the [repoquery documentation](https://mamba.readthedocs.io/en/latest/user_guide/mamba.html#repoquery) for details. ### Installing lock files `micromamba` can be used to install lock files generated by [conda-lock](https://conda.github.io/conda-lock/) without having to install `conda-lock`. Simply invoke `micromamba create` with the `-f` option, providing an environment lockfile whose name ends with `-lock.yml` or `-lock.yaml`; for instance: ```bash micromamba create -n my-env -f conda-lock.yml ``` ### setup-micromamba (setup-miniconda replacement) [setup-micromamba](https://github.com/marketplace/actions/setup-micromamba) is a replacement for [setup-miniconda](https://github.com/marketplace/actions/setup-miniconda) that uses `micromamba`. It can significantly reduce your CI setup time by: - Using `micromamba`, which takes around 1 s to install. - Caching package downloads. - Caching entire `conda` environments. ## Differences with `conda` While `mamba` and `micromamba` are generally a drop-in replacement for `conda` there are some differences: - `mamba` and `micromamba` do no support revisions (for discussions, see https://github.com/mamba-org/mamba/issues/803) - `mamba` and `micromamba` normalize `MatchSpec` strings to the simplest form, whereas `conda` use a more verbose form This can lead to slight differences in the output of `conda env export` and `mamba env export`. ## Development installation Please refer to the instructions given by the [official documentation](https://mamba.readthedocs.io/en/latest/developer_zone/dev_environment.html). ## Support us Only `mamba` and `micromamba` 2.0 and later are supported and are actively developed. The `1.x` branch is only maintained for addressing security issues such as CVEs. For questions, you can also join us on the [QuantStack Chat](https://gitter.im/QuantStack/Lobby) or on the [Conda channel](https://gitter.im/conda/conda) (note that this project is not officially affiliated with `conda` or Anaconda Inc.). ## License We use a shared copyright model that enables all contributors to maintain the copyright on their contributions. This software is licensed under the BSD-3-Clause license. See the [LICENSE](LICENSE) file for details. --- ### Biweekly Dev Meeting We have videoconference meetings every two weeks where we discuss what we have been working on and get feedback from one another. Anyone is welcome to attend, if they would like to discuss a topic or just listen in. - When: Tuesday [4:00 PM CET (Europe)](https://calendar.google.com/calendar/u/0/[email protected]&ctz=Europe/Paris) - Where: [Mamba jitsi](https://meet.jit.si/mamba-org) - What: [Meeting notes](https://hackmd.io/@guj2k_aBSSyr1YHBG9raWw/HyHt-Ekzj) ", Assign "at most 3 tags" to the expected json: {"id":"5680","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"