Update an artifact
Pass desired values to update the description
, metadata
, and alias
of an artifact. Call the save()
method to update the artifact on the W&B servers. You can update an artifact during a W&B Run or outside of a Run.
Use the W&B Public API (wandb.Api
) to update an artifact outside of a run. Use the Artifact API (wandb.Artifact
) to update an artifact during a run.
You can not update the alias of artifact linked to a model in Model Registry.
- During a Run
- Outside of a Run
- With Collections
The proceeding code example demonstrates how to update the description of an artifact using the wandb.Artifact
API:
import wandb
run = wandb.init(project="<example>")
artifact = run.use_artifact("<artifact-name>:<alias>")
artifact.description = "<description>"
artifact.save()
The proceeding code example demonstrates how to update the description of an artifact using the wandb.Api
API:
import wandb
api = wandb.Api()
artifact = api.artifact("entity/project/artifact:alias")
# Update the description
artifact.description = "My new description"
# Selectively update metadata keys
artifact.metadata["oldKey"] = "new value"
# Replace the metadata entirely
artifact.metadata = {"newKey": "new value"}
# Add an alias
artifact.aliases.append("best")
# Remove an alias
artifact.aliases.remove("latest")
# Completely replace the aliases
artifact.aliases = ["replaced"]
# Persist all artifact modifications
artifact.save()
For more information, see the Weights and Biases Artifact API.
You can also update an Artifact collection in the same way as a singular artifact:
import wandb
run = wandb.init(project="<example>")
api = wandb.Api()
artifact = api.artifact_collection(type="<type-name>", collection="<collection-name>")
artifact.name = "<new-collection-name>"
artifact.description = "<This is where you'd describe the purpose of your collection.>"
artifact.save()
For more information, see the Artifacts Collection reference.