Integration Overview
Overview of third-party ZenML integrations
Integrating with best-in-breed tools
There are lots of moving parts for all the MLOps tooling and infrastructure you require for ML in production and ZenML brings them all together and enables you to manage them in one place. This also allows you to delay the decision of which MLOps tool to use in your stack as you have no vendor lock-in with ZenML and can easily switch out tools as soon as your requirements change.
Available Integrations
Installing ZenML Integrations
Under the hood, this simply installs the preferred versions of all integrations using pip, i.e., it executes in a sub-process call:
The
-y
flag confirms allpip install
commands without asking you for
You can run zenml integration --help
to see a full list of CLI commands that ZenML provides for interacting with integrations.
Note, that you can also install your dependencies directly, but please note that there is no guarantee that ZenML internals with work with any arbitrary version of any external library.
Upgrade ZenML Integrations
You can upgrade all integrations to their latest possible version using:
The
-y
flag confirms allpip install --upgrade
commands without asking you for confirmation.If no integrations are specified, all installed integrations will be upgraded.
Help us with integrations!
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