|
| 1 | +#:include "common.fypp" |
| 2 | +#:set RC_KINDS_TYPES = REAL_KINDS_TYPES + CMPLX_KINDS_TYPES |
| 3 | +! Test least squares solver |
| 4 | +module test_linalg_least_squares |
| 5 | + use testdrive, only: error_type, check, new_unittest, unittest_type |
| 6 | + use stdlib_linalg_constants |
| 7 | + use stdlib_linalg, only: lstsq |
| 8 | + use stdlib_linalg_state, only: linalg_state_type |
| 9 | + |
| 10 | + implicit none (type,external) |
| 11 | + private |
| 12 | + |
| 13 | + public :: test_least_squares |
| 14 | + |
| 15 | + contains |
| 16 | + |
| 17 | + |
| 18 | + !> Solve sample least squares problems |
| 19 | + subroutine test_least_squares(tests) |
| 20 | + !> Collection of tests |
| 21 | + type(unittest_type), allocatable, intent(out) :: tests(:) |
| 22 | + |
| 23 | + allocate(tests(0)) |
| 24 | + |
| 25 | + #:for rk,rt,ri in REAL_KINDS_TYPES |
| 26 | + #:if rk!="xdp" |
| 27 | + tests = [tests,new_unittest("lease_squares_${ri}$",test_lstsq_one_${ri}$)] |
| 28 | + #:endif |
| 29 | + #:endfor |
| 30 | + |
| 31 | + end subroutine test_least_squares |
| 32 | + |
| 33 | + !> Simple polynomial fit |
| 34 | + #:for rk,rt,ri in REAL_KINDS_TYPES |
| 35 | + #:if rk!="xdp" |
| 36 | + subroutine test_lstsq_one_${ri}$(error) |
| 37 | + type(error_type), allocatable, intent(out) :: error |
| 38 | + |
| 39 | + type(linalg_state_type) :: state |
| 40 | + integer(ilp) :: rank |
| 41 | + |
| 42 | + !> Example scattered data |
| 43 | + ${rt}$, parameter :: x(*) = real([1.0, 2.5, 3.5, 4.0, 5.0, 7.0, 8.5], ${rk}$) |
| 44 | + ${rt}$, parameter :: y(*) = real([0.3, 1.1, 1.5, 2.0, 3.2, 6.6, 8.6], ${rk}$) |
| 45 | + ${rt}$, parameter :: ab(*) = real([0.20925829, 0.12013861], ${rk}$) |
| 46 | + |
| 47 | + ${rt}$ :: M(size(x),2),p(2) |
| 48 | + |
| 49 | + ! Coefficient matrix for polynomial y = a + b*x**2 |
| 50 | + M(:,1) = x**0 |
| 51 | + M(:,2) = x**2 |
| 52 | + |
| 53 | + ! Find polynomial |
| 54 | + p = lstsq(M,y,rank=rank,err=state) |
| 55 | + |
| 56 | + call check(error,state%ok(),state%print()) |
| 57 | + if (allocated(error)) return |
| 58 | + |
| 59 | + call check(error, all(abs(p-ab)<1.0e-6_${rk}$), 'data converged') |
| 60 | + if (allocated(error)) return |
| 61 | + |
| 62 | + call check(error, rank==2, 'matrix rank == 2') |
| 63 | + if (allocated(error)) return |
| 64 | + |
| 65 | + end subroutine test_lstsq_one_${ri}$ |
| 66 | + |
| 67 | + #:endif |
| 68 | + #:endfor |
| 69 | + |
| 70 | +end module test_linalg_least_squares |
| 71 | + |
| 72 | +program test_lstsq |
| 73 | + use, intrinsic :: iso_fortran_env, only : error_unit |
| 74 | + use testdrive, only : run_testsuite, new_testsuite, testsuite_type |
| 75 | + use test_linalg_least_squares, only : test_least_squares |
| 76 | + implicit none |
| 77 | + integer :: stat, is |
| 78 | + type(testsuite_type), allocatable :: testsuites(:) |
| 79 | + character(len=*), parameter :: fmt = '("#", *(1x, a))' |
| 80 | + |
| 81 | + stat = 0 |
| 82 | + |
| 83 | + testsuites = [ & |
| 84 | + new_testsuite("linalg_least_squares", test_least_squares) & |
| 85 | + ] |
| 86 | + |
| 87 | + do is = 1, size(testsuites) |
| 88 | + write(error_unit, fmt) "Testing:", testsuites(is)%name |
| 89 | + call run_testsuite(testsuites(is)%collect, error_unit, stat) |
| 90 | + end do |
| 91 | + |
| 92 | + if (stat > 0) then |
| 93 | + write(error_unit, '(i0, 1x, a)') stat, "test(s) failed!" |
| 94 | + error stop |
| 95 | + end if |
| 96 | +end program test_lstsq |
0 commit comments