MLEM now offers deployment to Kubernetes and Sagemaker with a single command.
Build models into re-usable assets you can distribute and use in production, such as a Docker image or Python package.
usage: mlem build [-m <path>] [-p <path>] [--rev <commitish>] [-f <text>] [-h] [<builder> [builder options] | --load <declaration>] Builtin builders: - conda - docker - docker_dir - pip - requirements - venv - whl
This command provides flexible options to create various distribution-ready
release assets from your models, like
pip-ready Python packages or Docker
--model <path>- Path to MLEM model [required]
--project <path>- Path to MLEM project [default: (none)]
--rev <commitish>- Repo revision to use [default: (none)]
--file_conf <text>- File with options for builder in format
--help- Show this message and exit.
For examples, please refer to the Building guide.