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As you pointed out, your matrices are sparse which means that the number of non-zeros is small compared to the number of zeros. There are several formats to store such matrices, e.g. COO, CSC, CSR etc. These formats store only the non-zero entries and assume that every other entry is zero. Furthermore there are solvers and routines (sparse matrix vector ...

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