Add labels to runs with tags
Add tags to label runs with particular features that might not be obvious from the logged metrics or artifact data.
For example, you can add a tag to a run to indicated that that run's model is in_production
, that run is preemptible
, this run represents the baseline
, and so forth.
Add tags to one or more runsโ
Programmatically or interactively add tags to your runs.
Based on your use case, select the tab below that best fits your needs:
- W&B Python SDK
- Public API
- Project page
- Run page
You can add tags to a run when it is created:
import wandb
run = wandb.init(
entity="entity",
project="<project-name>",
tags=["tag1", "tag2"]
)
You can also update the tags after you initialize a run. For example, the proceeding code snippet shows how to update a tag if a particular metrics crosses a pre-defined threshold:
import wandb
run = wandb.init(
entity="entity",
project="capsules",
tags=["debug"]
)
# python logic to train model
if current_loss < threshold:
run.tags = run.tags + ("release_candidate",)
After you create a run, you can update tags using the Public API. For example:
run = wandb.Api().run("{entity}/{project}/{run-id}")
run.tags.append("tag1") # you can choose tags based on run data here
run.update()
This method is best suited to tagging large numbers of runs with the same tag or tags.
- Navigate to your project workspace.
- Select Runs in the from the project sidebar.
- Select one or more runs from the table.
- Once you select one or more runs, select the Tag button above the table.
- Type the tag you want to add and select the Create new tag checkbox to add the tag.
This method is best suited to applying a tag or tags to a single run manually.
- Navigate to your project workspace.
- Select a run from the list of runs within your project's workspace.
- Select Overview from the project sidebar.
- Select the gray plus icon (+) button next to Tags.
- Type a tag you want to add and select Add below the text box to add a new tag.
Remove tags from one or more runsโ
Tags can also be removed from runs with the W&B App UI.
- Project page
- Run page
This method is best suited to removing tags from a large numbers of runs.
- In the Run sidebar of the project, select the table icon in the upper-right. This will expand the sidebar into the full runs table.
- Hover over a run in the table to see a checkbox on the left or look in the header row for a checkbox to select all runs.
- Select the checkbox to enable bulk actions.
- Select the runs you want to remove tags.
- Select the Tag button above the rows of runs.
- Select the checkbox next to a tag to remove it from the run.
- In the left sidebar of the Run page, select the top Overview tab. The tags on the run are visible here.
- Hover over a tag and select the "x" to remove it from the run.