use nalgebra_sparse::csr::CsrMatrix; use nalgebra_sparse::SparseFormatErrorKind; use nalgebra::DMatrix; use proptest::prelude::*; use proptest::sample::subsequence; use crate::common::csr_strategy; use std::collections::HashSet; #[test] fn csr_matrix_valid_data() { // Construct matrix from valid data and check that selected methods return results // that agree with expectations. { // A CSR matrix with zero explicitly stored entries let offsets = vec![0, 0, 0, 0]; let indices = vec![]; let values = Vec::::new(); let mut matrix = CsrMatrix::try_from_csr_data(3, 2, offsets, indices, values).unwrap(); assert_eq!(matrix, CsrMatrix::zeros(3, 2)); assert_eq!(matrix.nrows(), 3); assert_eq!(matrix.ncols(), 2); assert_eq!(matrix.nnz(), 0); assert_eq!(matrix.row_offsets(), &[0, 0, 0, 0]); assert_eq!(matrix.col_indices(), &[]); assert_eq!(matrix.values(), &[]); assert!(matrix.triplet_iter().next().is_none()); assert!(matrix.triplet_iter_mut().next().is_none()); assert_eq!(matrix.row(0).ncols(), 2); assert_eq!(matrix.row(0).nnz(), 0); assert_eq!(matrix.row(0).col_indices(), &[]); assert_eq!(matrix.row(0).values(), &[]); assert_eq!(matrix.row_mut(0).ncols(), 2); assert_eq!(matrix.row_mut(0).nnz(), 0); assert_eq!(matrix.row_mut(0).col_indices(), &[]); assert_eq!(matrix.row_mut(0).values(), &[]); assert_eq!(matrix.row_mut(0).values_mut(), &[]); assert_eq!(matrix.row_mut(0).cols_and_values_mut(), ([].as_ref(), [].as_mut())); assert_eq!(matrix.row(1).ncols(), 2); assert_eq!(matrix.row(1).nnz(), 0); assert_eq!(matrix.row(1).col_indices(), &[]); assert_eq!(matrix.row(1).values(), &[]); assert_eq!(matrix.row_mut(1).ncols(), 2); assert_eq!(matrix.row_mut(1).nnz(), 0); assert_eq!(matrix.row_mut(1).col_indices(), &[]); assert_eq!(matrix.row_mut(1).values(), &[]); assert_eq!(matrix.row_mut(1).values_mut(), &[]); assert_eq!(matrix.row_mut(1).cols_and_values_mut(), ([].as_ref(), [].as_mut())); assert_eq!(matrix.row(2).ncols(), 2); assert_eq!(matrix.row(2).nnz(), 0); assert_eq!(matrix.row(2).col_indices(), &[]); assert_eq!(matrix.row(2).values(), &[]); assert_eq!(matrix.row_mut(2).ncols(), 2); assert_eq!(matrix.row_mut(2).nnz(), 0); assert_eq!(matrix.row_mut(2).col_indices(), &[]); assert_eq!(matrix.row_mut(2).values(), &[]); assert_eq!(matrix.row_mut(2).values_mut(), &[]); assert_eq!(matrix.row_mut(2).cols_and_values_mut(), ([].as_ref(), [].as_mut())); assert!(matrix.get_row(3).is_none()); assert!(matrix.get_row_mut(3).is_none()); let (offsets, indices, values) = matrix.disassemble(); assert_eq!(offsets, vec![0, 0, 0, 0]); assert_eq!(indices, vec![]); assert_eq!(values, vec![]); } { // An arbitrary CSR matrix let offsets = vec![0, 2, 2, 5]; let indices = vec![0, 5, 1, 2, 3]; let values = vec![0, 1, 2, 3, 4]; let mut matrix = CsrMatrix::try_from_csr_data(3, 6, offsets.clone(), indices.clone(), values.clone()).unwrap(); assert_eq!(matrix.nrows(), 3); assert_eq!(matrix.ncols(), 6); assert_eq!(matrix.nnz(), 5); assert_eq!(matrix.row_offsets(), &[0, 2, 2, 5]); assert_eq!(matrix.col_indices(), &[0, 5, 1, 2, 3]); assert_eq!(matrix.values(), &[0, 1, 2, 3, 4]); let expected_triplets = vec![(0, 0, 0), (0, 5, 1), (2, 1, 2), (2, 2, 3), (2, 3, 4)]; assert_eq!(matrix.triplet_iter().map(|(i, j, v)| (i, j, *v)).collect::>(), expected_triplets); assert_eq!(matrix.triplet_iter_mut().map(|(i, j, v)| (i, j, *v)).collect::>(), expected_triplets); assert_eq!(matrix.row(0).ncols(), 6); assert_eq!(matrix.row(0).nnz(), 2); assert_eq!(matrix.row(0).col_indices(), &[0, 5]); assert_eq!(matrix.row(0).values(), &[0, 1]); assert_eq!(matrix.row_mut(0).ncols(), 6); assert_eq!(matrix.row_mut(0).nnz(), 2); assert_eq!(matrix.row_mut(0).col_indices(), &[0, 5]); assert_eq!(matrix.row_mut(0).values(), &[0, 1]); assert_eq!(matrix.row_mut(0).values_mut(), &[0, 1]); assert_eq!(matrix.row_mut(0).cols_and_values_mut(), ([0, 5].as_ref(), [0, 1].as_mut())); assert_eq!(matrix.row(1).ncols(), 6); assert_eq!(matrix.row(1).nnz(), 0); assert_eq!(matrix.row(1).col_indices(), &[]); assert_eq!(matrix.row(1).values(), &[]); assert_eq!(matrix.row_mut(1).ncols(), 6); assert_eq!(matrix.row_mut(1).nnz(), 0); assert_eq!(matrix.row_mut(1).col_indices(), &[]); assert_eq!(matrix.row_mut(1).values(), &[]); assert_eq!(matrix.row_mut(1).values_mut(), &[]); assert_eq!(matrix.row_mut(1).cols_and_values_mut(), ([].as_ref(), [].as_mut())); assert_eq!(matrix.row(2).ncols(), 6); assert_eq!(matrix.row(2).nnz(), 3); assert_eq!(matrix.row(2).col_indices(), &[1, 2, 3]); assert_eq!(matrix.row(2).values(), &[2, 3, 4]); assert_eq!(matrix.row_mut(2).ncols(), 6); assert_eq!(matrix.row_mut(2).nnz(), 3); assert_eq!(matrix.row_mut(2).col_indices(), &[1, 2, 3]); assert_eq!(matrix.row_mut(2).values(), &[2, 3, 4]); assert_eq!(matrix.row_mut(2).values_mut(), &[2, 3, 4]); assert_eq!(matrix.row_mut(2).cols_and_values_mut(), ([1, 2, 3].as_ref(), [2, 3, 4].as_mut())); assert!(matrix.get_row(3).is_none()); assert!(matrix.get_row_mut(3).is_none()); let (offsets2, indices2, values2) = matrix.disassemble(); assert_eq!(offsets2, offsets); assert_eq!(indices2, indices); assert_eq!(values2, values); } } #[test] fn csr_matrix_try_from_invalid_csr_data() { { // Empty offset array (invalid length) let matrix = CsrMatrix::try_from_csr_data(0, 0, Vec::new(), Vec::new(), Vec::::new()); assert_eq!(matrix.unwrap_err().kind(), &SparseFormatErrorKind::InvalidStructure); } { // Offset array invalid length for arbitrary data let offsets = vec![0, 3, 5]; let indices = vec![0, 1, 2, 3, 5]; let values = vec![0, 1, 2, 3, 4]; let matrix = CsrMatrix::try_from_csr_data(3, 6, offsets, indices, values); assert_eq!(matrix.unwrap_err().kind(), &SparseFormatErrorKind::InvalidStructure); } { // Invalid first entry in offsets array let offsets = vec![1, 2, 2, 5]; let indices = vec![0, 5, 1, 2, 3]; let values = vec![0, 1, 2, 3, 4]; let matrix = CsrMatrix::try_from_csr_data(3, 6, offsets, indices, values); assert_eq!(matrix.unwrap_err().kind(), &SparseFormatErrorKind::InvalidStructure); } { // Invalid last entry in offsets array let offsets = vec![0, 2, 2, 4]; let indices = vec![0, 5, 1, 2, 3]; let values = vec![0, 1, 2, 3, 4]; let matrix = CsrMatrix::try_from_csr_data(3, 6, offsets, indices, values); assert_eq!(matrix.unwrap_err().kind(), &SparseFormatErrorKind::InvalidStructure); } { // Invalid length of offsets array let offsets = vec![0, 2, 2]; let indices = vec![0, 5, 1, 2, 3]; let values = vec![0, 1, 2, 3, 4]; let matrix = CsrMatrix::try_from_csr_data(3, 6, offsets, indices, values); assert_eq!(matrix.unwrap_err().kind(), &SparseFormatErrorKind::InvalidStructure); } { // Nonmonotonic offsets let offsets = vec![0, 3, 2, 5]; let indices = vec![0, 1, 2, 3, 4]; let values = vec![0, 1, 2, 3, 4]; let matrix = CsrMatrix::try_from_csr_data(3, 6, offsets, indices, values); assert_eq!(matrix.unwrap_err().kind(), &SparseFormatErrorKind::InvalidStructure); } { // Nonmonotonic minor indices let offsets = vec![0, 2, 2, 5]; let indices = vec![0, 2, 3, 1, 4]; let values = vec![0, 1, 2, 3, 4]; let matrix = CsrMatrix::try_from_csr_data(3, 6, offsets, indices, values); assert_eq!(matrix.unwrap_err().kind(), &SparseFormatErrorKind::InvalidStructure); } { // Minor index out of bounds let offsets = vec![0, 2, 2, 5]; let indices = vec![0, 6, 1, 2, 3]; let values = vec![0, 1, 2, 3, 4]; let matrix = CsrMatrix::try_from_csr_data(3, 6, offsets, indices, values); assert_eq!(matrix.unwrap_err().kind(), &SparseFormatErrorKind::IndexOutOfBounds); } { // Duplicate entry let offsets = vec![0, 2, 2, 5]; let indices = vec![0, 5, 2, 2, 3]; let values = vec![0, 1, 2, 3, 4]; let matrix = CsrMatrix::try_from_csr_data(3, 6, offsets, indices, values); assert_eq!(matrix.unwrap_err().kind(), &SparseFormatErrorKind::DuplicateEntry); } } #[test] fn csr_disassemble_avoids_clone_when_owned() { // Test that disassemble avoids cloning the sparsity pattern when it holds the sole reference // to the pattern. We do so by checking that the pointer to the data is unchanged. let offsets = vec![0, 2, 2, 5]; let indices = vec![0, 5, 1, 2, 3]; let values = vec![0, 1, 2, 3, 4]; let offsets_ptr = offsets.as_ptr(); let indices_ptr = indices.as_ptr(); let values_ptr = values.as_ptr(); let matrix = CsrMatrix::try_from_csr_data(3, 6, offsets, indices, values).unwrap(); let (offsets, indices, values) = matrix.disassemble(); assert_eq!(offsets.as_ptr(), offsets_ptr); assert_eq!(indices.as_ptr(), indices_ptr); assert_eq!(values.as_ptr(), values_ptr); } #[test] fn csr_matrix_get_index() { // TODO: Implement tests for ::get() and index() } #[test] fn csr_matrix_row_iter() { // TODO } proptest! { #[test] fn csr_double_transpose_is_identity(csr in csr_strategy()) { prop_assert_eq!(csr.transpose().transpose(), csr); } #[test] fn csr_transpose_agrees_with_dense(csr in csr_strategy()) { let dense_transpose = DMatrix::from(&csr).transpose(); let csr_transpose = csr.transpose(); prop_assert_eq!(dense_transpose, DMatrix::from(&csr_transpose)); prop_assert_eq!(csr.nnz(), csr_transpose.nnz()); } #[test] fn csr_filter( (csr, triplet_subset) in csr_strategy() .prop_flat_map(|matrix| { let triplets: Vec<_> = matrix.triplet_iter().cloned_values().collect(); let subset = subsequence(triplets, 0 ..= matrix.nnz()) .prop_map(|triplet_subset| { let set: HashSet<_> = triplet_subset.into_iter().collect(); set }); (Just(matrix), subset) })) { // We generate a CsrMatrix and a HashSet corresponding to a subset of the (i, j, v) // values in the matrix, which we use for filtering the matrix entries. // The resulting triplets in the filtered matrix must then be exactly equal to // the subset. let filtered = csr.filter(|i, j, v| triplet_subset.contains(&(i, j, *v))); let filtered_triplets: HashSet<_> = filtered .triplet_iter() .cloned_values() .collect(); prop_assert_eq!(filtered_triplets, triplet_subset); } #[test] fn csr_lower_triangle_agrees_with_dense(csr in csr_strategy()) { let csr_lower_triangle = csr.lower_triangle(); prop_assert_eq!(DMatrix::from(&csr_lower_triangle), DMatrix::from(&csr).lower_triangle()); prop_assert!(csr_lower_triangle.nnz() <= csr.nnz()); } #[test] fn csr_upper_triangle_agrees_with_dense(csr in csr_strategy()) { let csr_upper_triangle = csr.upper_triangle(); prop_assert_eq!(DMatrix::from(&csr_upper_triangle), DMatrix::from(&csr).upper_triangle()); prop_assert!(csr_upper_triangle.nnz() <= csr.nnz()); } #[test] fn csr_diagonal_as_csr(csr in csr_strategy()) { let d = csr.diagonal_as_csr(); let d_entries: HashSet<_> = d.triplet_iter().cloned_values().collect(); let csr_diagonal_entries: HashSet<_> = csr .triplet_iter() .cloned_values() .filter(|&(i, j, _)| i == j) .collect(); prop_assert_eq!(d_entries, csr_diagonal_entries); } }