In mead we have separate tasks such as classify or tagger. Each task can have multiple experiments, each corresponding to a separate model or different hyperparameters of the same model. An experiment is uniquely identified by the id. The configuration for an experiment is uniquely identified by hash(sha1) of the config file.
xpctl is now part of mead-ml and can be installed separately from that repository