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last but not least, we provide an illustration of a whole language design: a deep sequence design backbone (with repeating Mamba blocks) + language design head. library implements for all its model (such as downloading or saving, resizing the enter embeddings, pruning heads If handed together, the product employs the past state in the many blocks