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site_description: ``astir`` is a modelling framework for the assignment of cell type and cell state across a range of single-cell technologies such as Imaging Mass Cytometry (IMC). ``astir`` is built using `pytorch <https://pytorch.org/>`_ and uses recognition networks for fast minibatch stochastic variational inference.