use nalgebra::DMatrix; use nalgebra_sparse::csr::CsrMatrix; use nalgebra_sparse::{SparseEntry, SparseEntryMut, SparseFormatErrorKind}; use proptest::prelude::*; use proptest::sample::subsequence; use super::test_data_examples::{InvalidCsDataExamples, ValidCsDataExamples}; use crate::assert_panics; use crate::common::csr_strategy; use std::collections::HashSet; #[test] fn csr_matrix_default() { let matrix: CsrMatrix<f32> = CsrMatrix::default(); assert_eq!(matrix.nrows(), 0); assert_eq!(matrix.ncols(), 0); assert_eq!(matrix.nnz(), 0); assert_eq!(matrix.values(), &[]); assert!(matrix.get_entry(0, 0).is_none()); } #[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::<i32>::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::<Vec<_>>(), expected_triplets ); assert_eq!( matrix .triplet_iter_mut() .map(|(i, j, v)| (i, j, *v)) .collect::<Vec<_>>(), 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_valid_data_unsorted_column_indices() { let valid_data: ValidCsDataExamples = ValidCsDataExamples::new(); let (offsets, indices, values) = valid_data.valid_unsorted_cs_data; let csr = CsrMatrix::try_from_unsorted_csr_data(4, 5, offsets, indices, values).unwrap(); let (offsets2, indices2, values2) = valid_data.valid_cs_data; let expected_csr = CsrMatrix::try_from_csr_data(4, 5, offsets2, indices2, values2).unwrap(); assert_eq!(csr, expected_csr); } #[test] fn csr_matrix_try_from_invalid_csr_data() { let invalid_data: InvalidCsDataExamples = InvalidCsDataExamples::new(); { // Empty offset array (invalid length) let (offsets, indices, values) = invalid_data.empty_offset_array; let matrix = CsrMatrix::try_from_csr_data(0, 0, offsets, indices, values); assert_eq!( matrix.unwrap_err().kind(), &SparseFormatErrorKind::InvalidStructure ); } { // Offset array invalid length for arbitrary data let (offsets, indices, values) = invalid_data.offset_array_invalid_length_for_arbitrary_data; 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, indices, values) = invalid_data.invalid_first_entry_in_offsets_array; 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, indices, values) = invalid_data.invalid_last_entry_in_offsets_array; 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, indices, values) = invalid_data.invalid_length_of_offsets_array; let matrix = CsrMatrix::try_from_csr_data(3, 6, offsets, indices, values); assert_eq!( matrix.unwrap_err().kind(), &SparseFormatErrorKind::InvalidStructure ); } { // Nonmonotonic offsets let (offsets, indices, values) = invalid_data.nonmonotonic_offsets; 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, indices, values) = invalid_data.nonmonotonic_minor_indices; 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, indices, values) = invalid_data.minor_index_out_of_bounds; let matrix = CsrMatrix::try_from_csr_data(3, 6, offsets, indices, values); assert_eq!( matrix.unwrap_err().kind(), &SparseFormatErrorKind::IndexOutOfBounds ); } { // Duplicate entry let (offsets, indices, values) = invalid_data.duplicate_entry; let matrix = CsrMatrix::try_from_csr_data(3, 6, offsets, indices, values); assert_eq!( matrix.unwrap_err().kind(), &SparseFormatErrorKind::DuplicateEntry ); } } #[test] fn csr_matrix_try_from_unsorted_invalid_csr_data() { let invalid_data: InvalidCsDataExamples = InvalidCsDataExamples::new(); { // Empty offset array (invalid length) let (offsets, indices, values) = invalid_data.empty_offset_array; let matrix = CsrMatrix::try_from_unsorted_csr_data(0, 0, offsets, indices, values); assert_eq!( matrix.unwrap_err().kind(), &SparseFormatErrorKind::InvalidStructure ); } { // Offset array invalid length for arbitrary data let (offsets, indices, values) = invalid_data.offset_array_invalid_length_for_arbitrary_data; let matrix = CsrMatrix::try_from_unsorted_csr_data(3, 6, offsets, indices, values); assert_eq!( matrix.unwrap_err().kind(), &SparseFormatErrorKind::InvalidStructure ); } { // Invalid first entry in offsets array let (offsets, indices, values) = invalid_data.invalid_first_entry_in_offsets_array; let matrix = CsrMatrix::try_from_unsorted_csr_data(3, 6, offsets, indices, values); assert_eq!( matrix.unwrap_err().kind(), &SparseFormatErrorKind::InvalidStructure ); } { // Invalid last entry in offsets array let (offsets, indices, values) = invalid_data.invalid_last_entry_in_offsets_array; let matrix = CsrMatrix::try_from_unsorted_csr_data(3, 6, offsets, indices, values); assert_eq!( matrix.unwrap_err().kind(), &SparseFormatErrorKind::InvalidStructure ); } { // Invalid length of offsets array let (offsets, indices, values) = invalid_data.invalid_length_of_offsets_array; let matrix = CsrMatrix::try_from_unsorted_csr_data(3, 6, offsets, indices, values); assert_eq!( matrix.unwrap_err().kind(), &SparseFormatErrorKind::InvalidStructure ); } { // Nonmonotonic offsets let (offsets, indices, values) = invalid_data.nonmonotonic_offsets; let matrix = CsrMatrix::try_from_unsorted_csr_data(3, 6, offsets, indices, values); assert_eq!( matrix.unwrap_err().kind(), &SparseFormatErrorKind::InvalidStructure ); } { // Major offset out of bounds let (offsets, indices, values) = invalid_data.major_offset_out_of_bounds; let matrix = CsrMatrix::try_from_unsorted_csr_data(3, 6, offsets, indices, values); assert_eq!( matrix.unwrap_err().kind(), &SparseFormatErrorKind::IndexOutOfBounds ); } { // Minor index out of bounds let (offsets, indices, values) = invalid_data.minor_index_out_of_bounds; let matrix = CsrMatrix::try_from_unsorted_csr_data(3, 6, offsets, indices, values); assert_eq!( matrix.unwrap_err().kind(), &SparseFormatErrorKind::IndexOutOfBounds ); } { // Duplicate entry let (offsets, indices, values) = invalid_data.duplicate_entry; let matrix = CsrMatrix::try_from_unsorted_csr_data(3, 6, offsets, indices, values); assert_eq!( matrix.unwrap_err().kind(), &SparseFormatErrorKind::DuplicateEntry ); } { // Duplicate entry in unsorted lane let (offsets, indices, values) = invalid_data.duplicate_entry_unsorted; let matrix = CsrMatrix::try_from_unsorted_csr_data(3, 6, offsets, indices, values); assert_eq!( matrix.unwrap_err().kind(), &SparseFormatErrorKind::DuplicateEntry ); } { // Wrong values length let (offsets, indices, values) = invalid_data.wrong_values_length; let matrix = CsrMatrix::try_from_unsorted_csr_data(6, 3, offsets, indices, values); assert_eq!( matrix.unwrap_err().kind(), &SparseFormatErrorKind::InvalidStructure ); } } #[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); } // Rustfmt makes this test much harder to read by expanding some of the one-liners to 4-liners, // so for now we skip rustfmt... #[rustfmt::skip] #[test] fn csr_matrix_get_index_entry() { // Test .get_entry(_mut) and .index_entry(_mut) methods #[rustfmt::skip] let dense = DMatrix::from_row_slice(2, 3, &[ 1, 0, 3, 0, 5, 6 ]); let csr = CsrMatrix::from(&dense); assert_eq!(csr.get_entry(0, 0), Some(SparseEntry::NonZero(&1))); assert_eq!(csr.index_entry(0, 0), SparseEntry::NonZero(&1)); assert_eq!(csr.get_entry(0, 1), Some(SparseEntry::Zero)); assert_eq!(csr.index_entry(0, 1), SparseEntry::Zero); assert_eq!(csr.get_entry(0, 2), Some(SparseEntry::NonZero(&3))); assert_eq!(csr.index_entry(0, 2), SparseEntry::NonZero(&3)); assert_eq!(csr.get_entry(1, 0), Some(SparseEntry::Zero)); assert_eq!(csr.index_entry(1, 0), SparseEntry::Zero); assert_eq!(csr.get_entry(1, 1), Some(SparseEntry::NonZero(&5))); assert_eq!(csr.index_entry(1, 1), SparseEntry::NonZero(&5)); assert_eq!(csr.get_entry(1, 2), Some(SparseEntry::NonZero(&6))); assert_eq!(csr.index_entry(1, 2), SparseEntry::NonZero(&6)); // Check some out of bounds with .get_entry assert_eq!(csr.get_entry(0, 3), None); assert_eq!(csr.get_entry(0, 4), None); assert_eq!(csr.get_entry(1, 3), None); assert_eq!(csr.get_entry(1, 4), None); assert_eq!(csr.get_entry(2, 0), None); assert_eq!(csr.get_entry(2, 1), None); assert_eq!(csr.get_entry(2, 2), None); assert_eq!(csr.get_entry(2, 3), None); assert_eq!(csr.get_entry(2, 4), None); // Check that out of bounds with .index_entry panics assert_panics!(csr.index_entry(0, 3)); assert_panics!(csr.index_entry(0, 4)); assert_panics!(csr.index_entry(1, 3)); assert_panics!(csr.index_entry(1, 4)); assert_panics!(csr.index_entry(2, 0)); assert_panics!(csr.index_entry(2, 1)); assert_panics!(csr.index_entry(2, 2)); assert_panics!(csr.index_entry(2, 3)); assert_panics!(csr.index_entry(2, 4)); { // Check mutable versions of the above functions let mut csr = csr; assert_eq!(csr.get_entry_mut(0, 0), Some(SparseEntryMut::NonZero(&mut 1))); assert_eq!(csr.index_entry_mut(0, 0), SparseEntryMut::NonZero(&mut 1)); assert_eq!(csr.get_entry_mut(0, 1), Some(SparseEntryMut::Zero)); assert_eq!(csr.index_entry_mut(0, 1), SparseEntryMut::Zero); assert_eq!(csr.get_entry_mut(0, 2), Some(SparseEntryMut::NonZero(&mut 3))); assert_eq!(csr.index_entry_mut(0, 2), SparseEntryMut::NonZero(&mut 3)); assert_eq!(csr.get_entry_mut(1, 0), Some(SparseEntryMut::Zero)); assert_eq!(csr.index_entry_mut(1, 0), SparseEntryMut::Zero); assert_eq!(csr.get_entry_mut(1, 1), Some(SparseEntryMut::NonZero(&mut 5))); assert_eq!(csr.index_entry_mut(1, 1), SparseEntryMut::NonZero(&mut 5)); assert_eq!(csr.get_entry_mut(1, 2), Some(SparseEntryMut::NonZero(&mut 6))); assert_eq!(csr.index_entry_mut(1, 2), SparseEntryMut::NonZero(&mut 6)); // Check some out of bounds with .get_entry_mut assert_eq!(csr.get_entry_mut(0, 3), None); assert_eq!(csr.get_entry_mut(0, 4), None); assert_eq!(csr.get_entry_mut(1, 3), None); assert_eq!(csr.get_entry_mut(1, 4), None); assert_eq!(csr.get_entry_mut(2, 0), None); assert_eq!(csr.get_entry_mut(2, 1), None); assert_eq!(csr.get_entry_mut(2, 2), None); assert_eq!(csr.get_entry_mut(2, 3), None); assert_eq!(csr.get_entry_mut(2, 4), None); // Check that out of bounds with .index_entry_mut panics // Note: the cloning is necessary because a mutable reference is not UnwindSafe assert_panics!({ let mut csr = csr.clone(); csr.index_entry_mut(0, 3); }); assert_panics!({ let mut csr = csr.clone(); csr.index_entry_mut(0, 4); }); assert_panics!({ let mut csr = csr.clone(); csr.index_entry_mut(1, 3); }); assert_panics!({ let mut csr = csr.clone(); csr.index_entry_mut(1, 4); }); assert_panics!({ let mut csr = csr.clone(); csr.index_entry_mut(2, 0); }); assert_panics!({ let mut csr = csr.clone(); csr.index_entry_mut(2, 1); }); assert_panics!({ let mut csr = csr.clone(); csr.index_entry_mut(2, 2); }); assert_panics!({ let mut csr = csr.clone(); csr.index_entry_mut(2, 3); }); assert_panics!({ let mut csr = csr.clone(); csr.index_entry_mut(2, 4); }); } } #[test] fn csr_matrix_row_iter() { #[rustfmt::skip] let dense = DMatrix::from_row_slice(3, 4, &[ 0, 1, 2, 0, 3, 0, 0, 0, 0, 4, 0, 5 ]); let csr = CsrMatrix::from(&dense); // Immutable iterator { let mut row_iter = csr.row_iter(); { let row = row_iter.next().unwrap(); assert_eq!(row.ncols(), 4); assert_eq!(row.nnz(), 2); assert_eq!(row.col_indices(), &[1, 2]); assert_eq!(row.values(), &[1, 2]); assert_eq!(row.get_entry(0), Some(SparseEntry::Zero)); assert_eq!(row.get_entry(1), Some(SparseEntry::NonZero(&1))); assert_eq!(row.get_entry(2), Some(SparseEntry::NonZero(&2))); assert_eq!(row.get_entry(3), Some(SparseEntry::Zero)); assert_eq!(row.get_entry(4), None); } { let row = row_iter.next().unwrap(); assert_eq!(row.ncols(), 4); assert_eq!(row.nnz(), 1); assert_eq!(row.col_indices(), &[0]); assert_eq!(row.values(), &[3]); assert_eq!(row.get_entry(0), Some(SparseEntry::NonZero(&3))); assert_eq!(row.get_entry(1), Some(SparseEntry::Zero)); assert_eq!(row.get_entry(2), Some(SparseEntry::Zero)); assert_eq!(row.get_entry(3), Some(SparseEntry::Zero)); assert_eq!(row.get_entry(4), None); } { let row = row_iter.next().unwrap(); assert_eq!(row.ncols(), 4); assert_eq!(row.nnz(), 2); assert_eq!(row.col_indices(), &[1, 3]); assert_eq!(row.values(), &[4, 5]); assert_eq!(row.get_entry(0), Some(SparseEntry::Zero)); assert_eq!(row.get_entry(1), Some(SparseEntry::NonZero(&4))); assert_eq!(row.get_entry(2), Some(SparseEntry::Zero)); assert_eq!(row.get_entry(3), Some(SparseEntry::NonZero(&5))); assert_eq!(row.get_entry(4), None); } assert!(row_iter.next().is_none()); } // Mutable iterator { let mut csr = csr; let mut row_iter = csr.row_iter_mut(); { let mut row = row_iter.next().unwrap(); assert_eq!(row.ncols(), 4); assert_eq!(row.nnz(), 2); assert_eq!(row.col_indices(), &[1, 2]); assert_eq!(row.values(), &[1, 2]); assert_eq!(row.get_entry(0), Some(SparseEntry::Zero)); assert_eq!(row.get_entry(1), Some(SparseEntry::NonZero(&1))); assert_eq!(row.get_entry(2), Some(SparseEntry::NonZero(&2))); assert_eq!(row.get_entry(3), Some(SparseEntry::Zero)); assert_eq!(row.get_entry(4), None); assert_eq!(row.values_mut(), &mut [1, 2]); assert_eq!( row.cols_and_values_mut(), ([1, 2].as_ref(), [1, 2].as_mut()) ); assert_eq!(row.get_entry_mut(0), Some(SparseEntryMut::Zero)); assert_eq!(row.get_entry_mut(1), Some(SparseEntryMut::NonZero(&mut 1))); assert_eq!(row.get_entry_mut(2), Some(SparseEntryMut::NonZero(&mut 2))); assert_eq!(row.get_entry_mut(3), Some(SparseEntryMut::Zero)); assert_eq!(row.get_entry_mut(4), None); } { let mut row = row_iter.next().unwrap(); assert_eq!(row.ncols(), 4); assert_eq!(row.nnz(), 1); assert_eq!(row.col_indices(), &[0]); assert_eq!(row.values(), &[3]); assert_eq!(row.get_entry(0), Some(SparseEntry::NonZero(&3))); assert_eq!(row.get_entry(1), Some(SparseEntry::Zero)); assert_eq!(row.get_entry(2), Some(SparseEntry::Zero)); assert_eq!(row.get_entry(3), Some(SparseEntry::Zero)); assert_eq!(row.get_entry(4), None); assert_eq!(row.values_mut(), &mut [3]); assert_eq!(row.cols_and_values_mut(), ([0].as_ref(), [3].as_mut())); assert_eq!(row.get_entry_mut(0), Some(SparseEntryMut::NonZero(&mut 3))); assert_eq!(row.get_entry_mut(1), Some(SparseEntryMut::Zero)); assert_eq!(row.get_entry_mut(2), Some(SparseEntryMut::Zero)); assert_eq!(row.get_entry_mut(3), Some(SparseEntryMut::Zero)); assert_eq!(row.get_entry_mut(4), None); } { let mut row = row_iter.next().unwrap(); assert_eq!(row.ncols(), 4); assert_eq!(row.nnz(), 2); assert_eq!(row.col_indices(), &[1, 3]); assert_eq!(row.values(), &[4, 5]); assert_eq!(row.get_entry(0), Some(SparseEntry::Zero)); assert_eq!(row.get_entry(1), Some(SparseEntry::NonZero(&4))); assert_eq!(row.get_entry(2), Some(SparseEntry::Zero)); assert_eq!(row.get_entry(3), Some(SparseEntry::NonZero(&5))); assert_eq!(row.get_entry(4), None); assert_eq!(row.values_mut(), &mut [4, 5]); assert_eq!( row.cols_and_values_mut(), ([1, 3].as_ref(), [4, 5].as_mut()) ); assert_eq!(row.get_entry_mut(0), Some(SparseEntryMut::Zero)); assert_eq!(row.get_entry_mut(1), Some(SparseEntryMut::NonZero(&mut 4))); assert_eq!(row.get_entry_mut(2), Some(SparseEntryMut::Zero)); assert_eq!(row.get_entry_mut(3), Some(SparseEntryMut::NonZero(&mut 5))); assert_eq!(row.get_entry_mut(4), None); } assert!(row_iter.next().is_none()); } } 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); } #[test] fn csr_identity(n in 0 ..= 6usize) { let csr = CsrMatrix::<i32>::identity(n); prop_assert_eq!(csr.nnz(), n); prop_assert_eq!(DMatrix::from(&csr), DMatrix::identity(n, n)); } }