ClearML
The most complete open platform — tracking, orchestration and data together.
90
sovereigntyClearML goes furthest in scope of the open options: experiment tracking, pipeline orchestration, remote task execution on a compute cluster, dataset versioning and model serving, in one Apache-2.0 platform. Its automatic-logging is unusually thorough, capturing arguments, environment and outputs with almost no instrumentation. If you are replacing several tools rather than one, this covers the most ground, at the cost of being the heaviest to deploy.
OPEN SOURCEApache-2.0SELF-HOSTLOCAL-FIRST
LicenseApache-2.0
PricingFree self-hosted, Apache-2.0; a hosted tier with paid plans is also offered.
Open sourceYes
Self-hostableYes
Local-first dataYes
What it does well
- +Broadest scope — tracking, orchestration, data and serving
- +Automatic logging captures almost everything without instrumentation
- +Remote execution on your own compute cluster
- +Apache-2.0 self-hosted with no seat limit
Where it falls short
- −Heaviest deployment of the group
- −Breadth means more concepts to learn before it is useful
- −Some conveniences are nudged toward the hosted tier
ClearML as an alternative to
Where ClearML shows up in our comparisons, and how it ranked.
ClearML head-to-head
Straight comparisons against the tools people weigh it against.