There are various methods to version a model. Artifacts provide a tool for model versioning tailored to specific needs. A common approach for projects that explore multiple model architectures involves separating artifacts by architecture. Consider the following steps:Documentation Index
Fetch the complete documentation index at: https://docs.wandb.ai/llms.txt
Use this file to discover all available pages before exploring further.
- Create a new artifact for each distinct model architecture. Use the
metadataattribute of artifacts to provide detailed descriptions of the architecture, similar to the use ofconfigfor a run. - For each model, log checkpoints periodically with
log_artifact. W&B builds a history of these checkpoints, labeling the most recent one with thelatestalias. Refer to the latest checkpoint for any model architecture usingarchitecture-name:latest.
Artifacts