How can I delete multiple runs in bulk instead of one at a time?

Use the public API to delete multiple runs in a single operation:

import wandb

api = wandb.Api()
runs = api.runs('<entity>/<project>')
for run in runs:
    if <condition>:
        run.delete()

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Projects Runs