use nalgebra_sparse::coo::CooMatrix; use nalgebra_sparse::convert::serial::{convert_coo_dense, convert_coo_csr, convert_dense_coo, convert_csr_dense, convert_csr_coo, convert_dense_csr, convert_csc_coo, convert_coo_csc, convert_csc_dense, convert_dense_csc, convert_csr_csc, convert_csc_csr}; use nalgebra_sparse::proptest::{coo_with_duplicates, coo_no_duplicates, csr, csc}; use nalgebra::proptest::matrix; use proptest::prelude::*; use nalgebra::DMatrix; use nalgebra_sparse::csr::CsrMatrix; use nalgebra_sparse::csc::CscMatrix; #[test] fn test_convert_dense_coo() { // No duplicates { #[rustfmt::skip] let entries = &[1, 0, 3, 0, 5, 0]; // The COO representation of a dense matrix is not unique. // Here we implicitly test that the coo matrix is indeed constructed from column-major // iteration of the dense matrix. let dense = DMatrix::from_row_slice(2, 3, entries); let coo = CooMatrix::try_from_triplets(2, 3, vec![0, 1, 0], vec![0, 1, 2], vec![1, 5, 3]) .unwrap(); assert_eq!(CooMatrix::from(&dense), coo); assert_eq!(DMatrix::from(&coo), dense); } // Duplicates // No duplicates { #[rustfmt::skip] let entries = &[1, 0, 3, 0, 5, 0]; // The COO representation of a dense matrix is not unique. // Here we implicitly test that the coo matrix is indeed constructed from column-major // iteration of the dense matrix. let dense = DMatrix::from_row_slice(2, 3, entries); let coo_no_dup = CooMatrix::try_from_triplets(2, 3, vec![0, 1, 0], vec![0, 1, 2], vec![1, 5, 3]) .unwrap(); let coo_dup = CooMatrix::try_from_triplets(2, 3, vec![0, 1, 0, 1], vec![0, 1, 2, 1], vec![1, -2, 3, 7]) .unwrap(); assert_eq!(CooMatrix::from(&dense), coo_no_dup); assert_eq!(DMatrix::from(&coo_dup), dense); } } #[test] fn test_convert_coo_csr() { // No duplicates { let coo = { let mut coo = CooMatrix::new(3, 4); coo.push(1, 3, 4); coo.push(0, 1, 2); coo.push(2, 0, 1); coo.push(2, 3, 2); coo.push(2, 2, 1); coo }; let expected_csr = CsrMatrix::try_from_csr_data( 3, 4, vec![0, 1, 2, 5], vec![1, 3, 0, 2, 3], vec![2, 4, 1, 1, 2] ).unwrap(); assert_eq!(convert_coo_csr(&coo), expected_csr); } // Duplicates { let coo = { let mut coo = CooMatrix::new(3, 4); coo.push(1, 3, 4); coo.push(2, 3, 2); coo.push(0, 1, 2); coo.push(2, 0, 1); coo.push(2, 3, 2); coo.push(0, 1, 3); coo.push(2, 2, 1); coo }; let expected_csr = CsrMatrix::try_from_csr_data( 3, 4, vec![0, 1, 2, 5], vec![1, 3, 0, 2, 3], vec![5, 4, 1, 1, 4] ).unwrap(); assert_eq!(convert_coo_csr(&coo), expected_csr); } } #[test] fn test_convert_csr_coo() { let csr = CsrMatrix::try_from_csr_data( 3, 4, vec![0, 1, 2, 5], vec![1, 3, 0, 2, 3], vec![5, 4, 1, 1, 4] ).unwrap(); let expected_coo = CooMatrix::try_from_triplets( 3, 4, vec![0, 1, 2, 2, 2], vec![1, 3, 0, 2, 3], vec![5, 4, 1, 1, 4] ).unwrap(); assert_eq!(convert_csr_coo(&csr), expected_coo); } #[test] fn test_convert_coo_csc() { // No duplicates { let coo = { let mut coo = CooMatrix::new(3, 4); coo.push(1, 3, 4); coo.push(0, 1, 2); coo.push(2, 0, 1); coo.push(2, 3, 2); coo.push(2, 2, 1); coo }; let expected_csc = CscMatrix::try_from_csc_data( 3, 4, vec![0, 1, 2, 3, 5], vec![2, 0, 2, 1, 2], vec![1, 2, 1, 4, 2] ).unwrap(); assert_eq!(convert_coo_csc(&coo), expected_csc); } // Duplicates { let coo = { let mut coo = CooMatrix::new(3, 4); coo.push(1, 3, 4); coo.push(2, 3, 2); coo.push(0, 1, 2); coo.push(2, 0, 1); coo.push(2, 3, 2); coo.push(0, 1, 3); coo.push(2, 2, 1); coo }; let expected_csc = CscMatrix::try_from_csc_data( 3, 4, vec![0, 1, 2, 3, 5], vec![2, 0, 2, 1, 2], vec![1, 5, 1, 4, 4] ).unwrap(); assert_eq!(convert_coo_csc(&coo), expected_csc); } } #[test] fn test_convert_csc_coo() { let csc = CscMatrix::try_from_csc_data( 3, 4, vec![0, 1, 2, 3, 5], vec![2, 0, 2, 1, 2], vec![1, 2, 1, 4, 2] ).unwrap(); let expected_coo = CooMatrix::try_from_triplets( 3, 4, vec![2, 0, 2, 1, 2], vec![0, 1, 2, 3, 3], vec![1, 2, 1, 4, 2] ).unwrap(); assert_eq!(convert_csc_coo(&csc), expected_coo); } #[test] fn test_convert_csr_csc_bidirectional() { let csr = CsrMatrix::try_from_csr_data( 3, 4, vec![0, 3, 4, 6], vec![1, 2, 3, 0, 1, 3], vec![5, 3, 2, 2, 1, 4], ).unwrap(); let csc = CscMatrix::try_from_csc_data( 3, 4, vec![0, 1, 3, 4, 6], vec![1, 0, 2, 0, 0, 2], vec![2, 5, 1, 3, 2, 4], ).unwrap(); assert_eq!(convert_csr_csc(&csr), csc); assert_eq!(convert_csc_csr(&csc), csr); } #[test] fn test_convert_csr_dense_bidirectional() { let csr = CsrMatrix::try_from_csr_data( 3, 4, vec![0, 3, 4, 6], vec![1, 2, 3, 0, 1, 3], vec![5, 3, 2, 2, 1, 4], ).unwrap(); #[rustfmt::skip] let dense = DMatrix::from_row_slice(3, 4, &[ 0, 5, 3, 2, 2, 0, 0, 0, 0, 1, 0, 4 ]); assert_eq!(convert_csr_dense(&csr), dense); assert_eq!(convert_dense_csr(&dense), csr); } #[test] fn test_convert_csc_dense_bidirectional() { let csc = CscMatrix::try_from_csc_data( 3, 4, vec![0, 1, 3, 4, 6], vec![1, 0, 2, 0, 0, 2], vec![2, 5, 1, 3, 2, 4], ).unwrap(); #[rustfmt::skip] let dense = DMatrix::from_row_slice(3, 4, &[ 0, 5, 3, 2, 2, 0, 0, 0, 0, 1, 0, 4 ]); assert_eq!(convert_csc_dense(&csc), dense); assert_eq!(convert_dense_csc(&dense), csc); } fn coo_strategy() -> impl Strategy> { coo_with_duplicates(-5 ..= 5, 0..=6usize, 0..=6usize, 40, 2) } fn coo_no_duplicates_strategy() -> impl Strategy> { coo_no_duplicates(-5 ..= 5, 0..=6usize, 0..=6usize, 40) } fn csr_strategy() -> impl Strategy> { csr(-5 ..= 5, 0..=6usize, 0..=6usize, 40) } fn csc_strategy() -> impl Strategy> { csc(-5 ..= 5, 0..=6usize, 0..=6usize, 40) } /// Avoid generating explicit zero values so that it is possible to reason about sparsity patterns fn non_zero_csr_strategy() -> impl Strategy> { csr(1 ..= 5, 0..=6usize, 0..=6usize, 40) } /// Avoid generating explicit zero values so that it is possible to reason about sparsity patterns fn non_zero_csc_strategy() -> impl Strategy> { csc(1 ..= 5, 0..=6usize, 0..=6usize, 40) } fn dense_strategy() -> impl Strategy> { matrix(-5..=5, 0..=6, 0..=6) } proptest! { #[test] fn convert_dense_coo_roundtrip(dense in matrix(-5 ..= 5, 0 ..=6, 0..=6)) { let coo = convert_dense_coo(&dense); let dense2 = convert_coo_dense(&coo); prop_assert_eq!(&dense, &dense2); } #[test] fn convert_coo_dense_coo_roundtrip(coo in coo_strategy()) { // We cannot compare the result of the roundtrip coo -> dense -> coo directly for // two reasons: // 1. the COO matrices will generally have different ordering of elements // 2. explicitly stored zero entries in the original matrix will be discarded // when converting back to COO // Therefore we instead compare the results of converting the COO matrix // at the end of the roundtrip with its dense representation let dense = convert_coo_dense(&coo); let coo2 = convert_dense_coo(&dense); let dense2 = convert_coo_dense(&coo2); prop_assert_eq!(dense, dense2); } #[test] fn coo_from_dense_roundtrip(dense in dense_strategy()) { prop_assert_eq!(&dense, &DMatrix::from(&CooMatrix::from(&dense))); } #[test] fn convert_coo_csr_agrees_with_csr_dense(coo in coo_strategy()) { let coo_dense = convert_coo_dense(&coo); let csr = convert_coo_csr(&coo); let csr_dense = convert_csr_dense(&csr); prop_assert_eq!(csr_dense, coo_dense); // It might be that COO matrices have a higher nnz due to duplicates, // so we can only check that the CSR matrix has no more than the original COO matrix prop_assert!(csr.nnz() <= coo.nnz()); } #[test] fn convert_coo_csr_nnz(coo in coo_no_duplicates_strategy()) { // Check that the NNZ are equal when converting from a CooMatrix without // duplicates to a CSR matrix let csr = convert_coo_csr(&coo); prop_assert_eq!(csr.nnz(), coo.nnz()); } #[test] fn convert_csr_coo_roundtrip(csr in csr_strategy()) { let coo = convert_csr_coo(&csr); let csr2 = convert_coo_csr(&coo); prop_assert_eq!(csr2, csr); } #[test] fn coo_from_csr_roundtrip(csr in csr_strategy()) { prop_assert_eq!(&csr, &CsrMatrix::from(&CooMatrix::from(&csr))); } #[test] fn csr_from_dense_roundtrip(dense in dense_strategy()) { prop_assert_eq!(&dense, &DMatrix::from(&CsrMatrix::from(&dense))); } #[test] fn convert_csr_dense_roundtrip(csr in non_zero_csr_strategy()) { // Since we only generate CSR matrices with non-zero values, we know that the // number of explicitly stored entries when converting CSR->Dense->CSR should be // unchanged, so that we can verify that the result is the same as the input let dense = convert_csr_dense(&csr); let csr2 = convert_dense_csr(&dense); prop_assert_eq!(csr2, csr); } #[test] fn convert_csc_coo_roundtrip(csc in csc_strategy()) { let coo = convert_csc_coo(&csc); let csc2 = convert_coo_csc(&coo); prop_assert_eq!(csc2, csc); } #[test] fn coo_from_csc_roundtrip(csc in csc_strategy()) { prop_assert_eq!(&csc, &CscMatrix::from(&CooMatrix::from(&csc))); } #[test] fn convert_csc_dense_roundtrip(csc in non_zero_csc_strategy()) { // Since we only generate CSC matrices with non-zero values, we know that the // number of explicitly stored entries when converting CSC->Dense->CSC should be // unchanged, so that we can verify that the result is the same as the input let dense = convert_csc_dense(&csc); let csc2 = convert_dense_csc(&dense); prop_assert_eq!(csc2, csc); } #[test] fn csc_from_dense_roundtrip(dense in dense_strategy()) { prop_assert_eq!(&dense, &DMatrix::from(&CscMatrix::from(&dense))); } #[test] fn convert_coo_csc_agrees_with_csc_dense(coo in coo_strategy()) { let coo_dense = convert_coo_dense(&coo); let csc = convert_coo_csc(&coo); let csc_dense = convert_csc_dense(&csc); prop_assert_eq!(csc_dense, coo_dense); // It might be that COO matrices have a higher nnz due to duplicates, // so we can only check that the CSR matrix has no more than the original COO matrix prop_assert!(csc.nnz() <= coo.nnz()); } #[test] fn convert_coo_csc_nnz(coo in coo_no_duplicates_strategy()) { // Check that the NNZ are equal when converting from a CooMatrix without // duplicates to a CSR matrix let csc = convert_coo_csc(&coo); prop_assert_eq!(csc.nnz(), coo.nnz()); } #[test] fn convert_csc_csr_roundtrip(csc in csc_strategy()) { let csr = convert_csc_csr(&csc); let csc2 = convert_csr_csc(&csr); prop_assert_eq!(csc2, csc); } #[test] fn convert_csr_csc_roundtrip(csr in csr_strategy()) { let csc = convert_csr_csc(&csr); let csr2 = convert_csc_csr(&csc); prop_assert_eq!(csr2, csr); } #[test] fn csc_from_csr_roundtrip(csr in csr_strategy()) { prop_assert_eq!(&csr, &CsrMatrix::from(&CscMatrix::from(&csr))); } #[test] fn csr_from_csc_roundtrip(csc in csc_strategy()) { prop_assert_eq!(&csc, &CscMatrix::from(&CsrMatrix::from(&csc))); } }