Python API of mamba#

High-level Python API#

Mamba provides high-level Python APIs for creating environments and installing packages:

from mamba.api import create, install

# create(env_name, packages, channels)
create('my-custom-env', ('matplotlib=3', 'ipympl'), ('conda-forge', ))

# install(env_name, packages, channels)
install('my-custom-env', ('matplotlib=3', 'ipympl'), ('conda-forge', ))

Using internal mamba APIs#

The core of mamba is written in C++, but we expose the internals of mamba with a Python API (using pybind11).

You can import the mamba_api using from mamba import mamba_api.

The mamba_api exposes the following objects:

  • Context: a singleton configuration object. All global configuration goes through this. From Python you can use the context object like so:

from mamba import mamba_api
mamba_api.Context().conda_prefix = "/home/wolfv/conda"
ctx = mamba_api.Context()
print(ctx.root_prefix)

Here is an example usage of the mamba_api:

def get_index(
    channel_urls=(),
    prepend=True,
    platform=None,
    use_local=False,
    use_cache=False,
    unknown=None,
    prefix=None,
    repodata_fn="repodata.json",
):
    check_allowlist(channel_urls)

    dlist = mamba_api.DownloadTargetList()

    index = []
    for idx, url in enumerate(channel_urls):
        channel = Channel(url)

        full_url = channel.url(with_credentials=True) + "/" + repodata_fn
        full_path_cache = os.path.join(
            create_cache_dir(), cache_fn_url(full_url, repodata_fn)
        )

        # Channels might not have a name.
        if channel.name is None:
            name_and_subdir = channel.subdir
        else:
            name_and_subdir = channel.name + "/" + channel.subdir
        sd = mamba_api.SubdirData(name_and_subdir, full_url, full_path_cache)

        index.append((sd, channel))
        dlist.add(sd)

    is_downloaded = dlist.download(mamba_api.MAMBA_DOWNLOAD_FAILFAST)

    if not is_downloaded:
        raise RuntimeError("Error downloading repodata.")

    return index

class MambaSolver:
    def __init__(self, prefix, channels, platform):

        api_ctx = mamba_api.Context()
        api_ctx.conda_prefix = prefix

        self.channels = channels
        self.platform = platform
        self.index = get_index(channels, platform=platform)
        self.local_index = []
        self.pool = mamba_api.Pool()
        self.repos = []

        start_prio = len(channels)
        priority = start_prio
        subpriority = 0  # wrong! :)
        for subdir, channel in self.index:
            repo = mamba_api.Repo(
                self.pool,
                str(channel),
                subdir.cache_path(),
                channel.url(with_credentials=True),
            )
            repo.set_priority(start_prio, subpriority)
            start_prio -= 1
            self.repos.append(repo)

        self.local_repos = {}

    def solve(self, specs, prefix):
        """Solve given a set of specs.
        Parameters
        ----------
        specs : list of str
            A list of package specs. You can use `conda.models.match_spec.MatchSpec`
            to get them to the right form by calling
            `MatchSpec(mypec).conda_build_form()`
        Returns
        -------
        solvable : bool
            True if the set of specs has a solution, False otherwise.
        """
        solver_options = [(mamba_api.SOLVER_FLAG_ALLOW_DOWNGRADE, 1)]
        api_solver = mamba_api.Solver(self.pool, solver_options)
        _specs = specs

        api_solver.add_jobs(_specs, mamba_api.SOLVER_INSTALL)
        success = api_solver.try_solve()

        if not success:
            error_string = "Mamba failed to solve:\n"
            for s in _specs:
                error_string += f" - {s}\n"
            error_string += "\nwith channels:\n"
            for c in self.channels:
                error_string += f" - {c}\n"
            pstring = api_solver.problems_to_str()
            pstring = "\n".join(["   " + l for l in pstring.split("\n")])
            error_string += f"\nThe reported errors are:\n{pstring}"
            print(error_string)
            exit(1)

        package_cache = mamba_api.MultiPackageCache(pkgs_dirs)

        t = mamba_api.Transaction(api_solver, package_cache)
        return t

Let’s walk through this example:

We first use the get_index method to download repository data from the channels.