MLEM now offers deployment to Kubernetes and Sagemaker with a single command.
If your Data Science team have a lot of different projects, it doesn't make sense to develop them in a single repository. But for production it's good to have a single source of truth to know what is deployed.
Mlem Links can be used to create a separate Model Registry repository, which will consist only of links to objects in developers repositories. Links are lightweight objects that represent MLEM Objects in other locations. You can reference links anywhere you need to specify MLEM Object bot in API and CLI.
This way your deployment system doesn't need to know of every developer repository. You can use different branches in MR repo to employ Git flow processes. And via configuring permissions for this repo you can approve new model versions for production.
The content of the link is very lightweight and consists of the following fields:
link_type- type of referenced object
fs) as in here
Since links are also a type of MLEM Object, they share the same internal logic.
To load an instance of
MlemLink (and not the object it references) provide
Links can be created via
mlem link command or
mlem.api.link() API, as well
You can create relative links inside the same repository, which will basically create an alias for that object.
Also, since links can target specific commits, tags or branches in a versioned repository, they can be used in a variety of different scenarios.
Let's build an example using repository from Get Started.
That repo already have a
models/rf model in it.
Let's create new repo first:
$ mkdir links-mr $ cd links-mr $ git init $ mlem init
Let's create some links to them:
$ mlem link --sp https://github.com/iterative/example-mlem-get-started models/rf first-model ⏳️ Loading meta from https://github.com/iterative/example-mlem-get-started/tree/main/models/rf.mlem 💾 Saving link to first-model.mlem $ mlem link --sp https://github.com/iterative/example-mlem-get-started --rev 5-deploy-meta models/rf second-model ⏳️ Loading meta from https://github.com/iterative/example-mlem-get-started/tree/5-deploy-meta/models/rf.mlem 💾 Saving link to second-model.mlem
We've just linked two models from the other repo. Let's check out each link:
$ cat first-model.mlem link_type: model object_type: link path: models/rf.mlem repo: https://github.com/iterative/example-mlem-get-started/ rev: main $ cat second-model.mlem link_type: model object_type: link path: models/rf.mlem repo: https://github.com/iterative/example-mlem-get-started/ rev: 7-deploy-meta
Now you can commit those links, push the repo and use it as a model registry:
$ git add first-model.mlem second-model.mlem $ git commit -m "Add links to models"