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When given a sparse array (scipy.sparse.csr_matrix
), LightGBM assigns value 0 to all features that are not present in the sparse array. Currently, Treelite converts non-present features into NaNs. We will need to add a flag to indicate that non-present features should be converted into zeros instead.
Related: microsoft/LightGBM#4468 (comment)
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