And after your modifications are made you can use . https://clear.ml/docs/latest/docs/references/sdk/dataset/#datasetsquash to squash your modified subset with the main dataset if you want to re-integrate it in your flow. But I don't remember if squash requires the both datasets to be present locally or not...