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  140 |       if ( norm_rhs == 0.0) then
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 1210 |             if(f(i,k+1)*f(i,k-1)<zero .and. df2(i,k)/=zero) then
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 1104 |             if(dm(i) == zero) then
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 2561 |     character(len=REG_LINE_LEN) , dimension(NML_REG_MAX_ENTRIES) :: entry
      |                                                                         1
Warning: Array 'entry' at (1) is larger than limit set by '-fmax-stack-var-size=', moved from stack to static storage. This makes the procedure unsafe when called recursively, or concurrently from multiple threads. Consider increasing the '-fmax-stack-var-size=' limit (or use '-frecursive', which implies unlimited '-fmax-stack-var-size') - or change the code to use an ALLOCATABLE array. If the variable is never accessed concurrently, this warning can be ignored, and the variable could also be declared with the SAVE attribute. [-Wsurprising]
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/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/src/SILHS/silhs_importance_sample_module.F90:638:62:

  633 |       do category=1, num_importance_categories
      |                                              2                
......
  638 |                rand_vect(sample) <  category_cumulative_probs(category+1) ) then
      |                                                              1
Warning: Array reference at (1) out of bounds (9 > 8) in loop beginning at (2) [-Wdo-subscript]
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/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/src/Numerical_recipes/ran_state.f90:8:59:

    8 |   INTEGER(K4B), PARAMETER :: hg=huge(1_K4B), hgm=-hg, hgng=hgm-1
      |                                                           1
Warning: Integer outside symmetric range implied by Standard Fortran at (1)
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/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/src/Input_fields/input_reader.F90:498:28:

  491 |     do i=1, dim_grid
      |                    2        
......
  498 |         if ( grid(i) < grid(i-1) ) then
      |                            1
Warning: Array reference at (1) out of bounds (0 < 1) in loop beginning at (2) [-Wdo-subscript]
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/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/src/Input_fields/sounding.F90:156:13:

  156 |       p_in_Pa, & ! Pressure                               [Pa]
      |             1
Warning: Array 'p_in_pa' at (1) is larger than limit set by '-fmax-stack-var-size=', moved from stack to static storage. This makes the procedure unsafe when called recursively, or concurrently from multiple threads. Consider increasing the '-fmax-stack-var-size=' limit (or use '-frecursive', which implies unlimited '-fmax-stack-var-size') - or change the code to use an ALLOCATABLE array. If the variable is never accessed concurrently, this warning can be ignored, and the variable could also be declared with the SAVE attribute. [-Wsurprising]
/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/src/Input_fields/sounding.F90:151:8:

  151 |       rt,      & ! Total water mixing ratio sounding      [kg/kg]
      |        1
Warning: Array 'rt' at (1) is larger than limit set by '-fmax-stack-var-size=', moved from stack to static storage. This makes the procedure unsafe when called recursively, or concurrently from multiple threads. Consider increasing the '-fmax-stack-var-size=' limit (or use '-frecursive', which implies unlimited '-fmax-stack-var-size') - or change the code to use an ALLOCATABLE array. If the variable is never accessed concurrently, this warning can be ignored, and the variable could also be declared with the SAVE attribute. [-Wsurprising]
/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/src/Input_fields/sounding.F90:157:10:

  157 |       subs       ! Vertical velocity sounding             [m/s or Pa/s]
      |          1
Warning: Array 'subs' at (1) is larger than limit set by '-fmax-stack-var-size=', moved from stack to static storage. This makes the procedure unsafe when called recursively, or concurrently from multiple threads. Consider increasing the '-fmax-stack-var-size=' limit (or use '-frecursive', which implies unlimited '-fmax-stack-var-size') - or change the code to use an ALLOCATABLE array. If the variable is never accessed concurrently, this warning can be ignored, and the variable could also be declared with the SAVE attribute. [-Wsurprising]
/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/src/Input_fields/sounding.F90:150:11:

  150 |       theta,   & ! Liquid potential temperature sounding  [K]
      |           1
Warning: Array 'theta' at (1) is larger than limit set by '-fmax-stack-var-size=', moved from stack to static storage. This makes the procedure unsafe when called recursively, or concurrently from multiple threads. Consider increasing the '-fmax-stack-var-size=' limit (or use '-frecursive', which implies unlimited '-fmax-stack-var-size') - or change the code to use an ALLOCATABLE array. If the variable is never accessed concurrently, this warning can be ignored, and the variable could also be declared with the SAVE attribute. [-Wsurprising]
/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/src/Input_fields/sounding.F90:152:7:

  152 |       u,       & ! u wind sounding                        [m/s]
      |       1
Warning: Array 'u' at (1) is larger than limit set by '-fmax-stack-var-size=', moved from stack to static storage. This makes the procedure unsafe when called recursively, or concurrently from multiple threads. Consider increasing the '-fmax-stack-var-size=' limit (or use '-frecursive', which implies unlimited '-fmax-stack-var-size') - or change the code to use an ALLOCATABLE array. If the variable is never accessed concurrently, this warning can be ignored, and the variable could also be declared with the SAVE attribute. [-Wsurprising]
/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/src/Input_fields/sounding.F90:154:8:

  154 |       ug,      & ! u geostrophic wind sounding            [m/s]
      |        1
Warning: Array 'ug' at (1) is larger than limit set by '-fmax-stack-var-size=', moved from stack to static storage. This makes the procedure unsafe when called recursively, or concurrently from multiple threads. Consider increasing the '-fmax-stack-var-size=' limit (or use '-frecursive', which implies unlimited '-fmax-stack-var-size') - or change the code to use an ALLOCATABLE array. If the variable is never accessed concurrently, this warning can be ignored, and the variable could also be declared with the SAVE attribute. [-Wsurprising]
/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/src/Input_fields/sounding.F90:153:7:

  153 |       v,       & ! v wind sounding                        [m/s]
      |       1
Warning: Array 'v' at (1) is larger than limit set by '-fmax-stack-var-size=', moved from stack to static storage. This makes the procedure unsafe when called recursively, or concurrently from multiple threads. Consider increasing the '-fmax-stack-var-size=' limit (or use '-frecursive', which implies unlimited '-fmax-stack-var-size') - or change the code to use an ALLOCATABLE array. If the variable is never accessed concurrently, this warning can be ignored, and the variable could also be declared with the SAVE attribute. [-Wsurprising]
/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/src/Input_fields/sounding.F90:155:8:

  155 |       vg,      & ! v geostrophic wind sounding            [m/s]
      |        1
Warning: Array 'vg' at (1) is larger than limit set by '-fmax-stack-var-size=', moved from stack to static storage. This makes the procedure unsafe when called recursively, or concurrently from multiple threads. Consider increasing the '-fmax-stack-var-size=' limit (or use '-frecursive', which implies unlimited '-fmax-stack-var-size') - or change the code to use an ALLOCATABLE array. If the variable is never accessed concurrently, this warning can be ignored, and the variable could also be declared with the SAVE attribute. [-Wsurprising]
/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/src/Input_fields/sounding.F90:149:7:

  149 |       z,       & ! Altitude                               [m]
      |       1
Warning: Array 'z' at (1) is larger than limit set by '-fmax-stack-var-size=', moved from stack to static storage. This makes the procedure unsafe when called recursively, or concurrently from multiple threads. Consider increasing the '-fmax-stack-var-size=' limit (or use '-frecursive', which implies unlimited '-fmax-stack-var-size') - or change the code to use an ALLOCATABLE array. If the variable is never accessed concurrently, this warning can be ignored, and the variable could also be declared with the SAVE attribute. [-Wsurprising]
[824/915] Building Fortran object src/Input_fields/CMakeFiles/input_fields_lib.dir/input_fields.F90.o
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[837/915] Building Fortran object src/G_unit_test_types/CMakeFiles/G_unit_test_lib.dir/KK_integrals_tests.F90.o
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/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/src/Microphys/ice_dfsn_module.F90:272:25:

  207 |     do k = gr%nzt, 1, -1
      |                        2 
......
  272 |           mass_ice_cryst(k-1) = mass_ice_cryst(k)  &
      |                         1
Warning: Array reference at (1) out of bounds (0 < 1) in loop beginning at (2) [-Wdo-subscript]
/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/src/Microphys/ice_dfsn_module.F90:287:25:

  207 |     do k = gr%nzt, 1, -1
      |                        2 
......
  287 |           mass_ice_cryst(k-1) = mass_ice_cryst(k)
      |                         1
Warning: Array reference at (1) out of bounds (0 < 1) in loop beginning at (2) [-Wdo-subscript]
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[843/915] Building Fortran object src/Benchmark_cases/CMakeFiles/benchmark_cases_lib.dir/wangara.F90.o
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[845/915] Building Fortran object src/Microphys/CMakeFiles/microphys_lib.dir/silhs_category_variance_module.F90.o
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/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/src/G_unit_test_types/fill_holes_tests.F90:407:27:

  407 |                  .or. any( field(:,upper_hf_level:nz) /= field(:,upper_hf_level:nz) ) ) then
      |                           1
Warning: Inequality comparison for REAL(8) at (1) [-Wcompare-reals]
/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/src/G_unit_test_types/fill_holes_tests.F90:406:22:

  406 |             if ( any( field(:,1:lower_hf_level) /= field(:,1:lower_hf_level) ) &
      |                      1
Warning: Inequality comparison for REAL(8) at (1) [-Wcompare-reals]
/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/src/G_unit_test_types/fill_holes_tests.F90:462:22:

  462 |             if ( any( field_rev_rev /= field ) ) then
      |                      1
Warning: Inequality comparison for REAL(8) at (1) [-Wcompare-reals]
/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/src/G_unit_test_types/fill_holes_tests.F90:221:27:

  221 |                  .or. any( field(:,upper_hf_level:nz) /= field(:,upper_hf_level:nz) ) ) then
      |                           1
Warning: Inequality comparison for REAL(8) at (1) [-Wcompare-reals]
/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/src/G_unit_test_types/fill_holes_tests.F90:220:22:

  220 |             if ( any( field(:,1:lower_hf_level) /= field(:,1:lower_hf_level) ) &
      |                      1
Warning: Inequality comparison for REAL(8) at (1) [-Wcompare-reals]
/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/src/G_unit_test_types/fill_holes_tests.F90:275:22:

  275 |             if ( any( field_rev_rev /= field ) ) then
      |                      1
Warning: Inequality comparison for REAL(8) at (1) [-Wcompare-reals]
[847/915] Building Fortran object src/G_unit_test_types/CMakeFiles/G_unit_test_lib.dir/w_up_in_cloud_tests.F90.o
[848/915] Building Fortran object src/G_unit_test_types/CMakeFiles/G_unit_test_lib.dir/mu_sigma_hm_tests.F90.o
[849/915] Building Fortran object src/Microphys/CMakeFiles/microphys_lib.dir/mixed_moment_PDF_integrals.F90.o
[850/915] Building Fortran object src/G_unit_test_types/CMakeFiles/G_unit_test_lib.dir/spurious_source_test.F90.o
[851/915] Building Fortran object src/Benchmark_cases/CMakeFiles/benchmark_cases_lib.dir/time_dependent_input.F90.o
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/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/src/Microphys/pdf_hydromet_microphys_wrapper.F90:15:29:

   15 |                itime, dt_main, vert_decorr_coef,                & ! In
      |                             1
Warning: Unused dummy argument 'dt_main' at (1) [-Wunused-dummy-argument]
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[884/915] Building Fortran object src/Benchmark_cases/CMakeFiles/benchmark_cases_lib.dir/prescribe_forcings.F90.o
[885/915] Building Fortran object src/Microphys/CMakeFiles/microphys_lib.dir/advance_microphys_module.F90.o
[886/915] Linking Fortran static library src/G_unit_test_types/libG_unit_test_lib.a
[887/915] Building Fortran object src/Microphys/CMakeFiles/microphys_lib.dir/coamps_microphys_driver_module.F90.o
[888/915] Linking Fortran static library src/Benchmark_cases/libbenchmark_cases_lib.a
[889/915] Building Fortran object src/Microphys/CMakeFiles/microphys_lib.dir/morrison_microphys_module.F90.o
[890/915] Building Fortran object src/Microphys/CMakeFiles/microphys_lib.dir/KK_microphys_module.F90.o
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[893/915] Building Fortran object src/Microphys/CMakeFiles/microphys_lib.dir/microphys_driver.F90.o
[894/915] Linking Fortran static library src/Microphys/libmicrophys_lib.a
[895/915] Generating Fortran dyndep file src/CMakeFiles/clubb_driver_lib.dir/Fortran.dd
[896/915] Generating Fortran dyndep file src/CMakeFiles/G_unit_tests.dir/Fortran.dd
[897/915] Building Fortran object src/CMakeFiles/G_unit_tests.dir/G_unit_tests.F90.o
[898/915] Linking Fortran executable src/G_unit_tests
[899/915] Building Fortran object src/CMakeFiles/clubb_driver_lib.dir/generalized_grid_test.F90.o
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[901/915] Linking Fortran static library src/libclubb_driver_lib.a
[902/915] Generating Fortran dyndep file src/CMakeFiles/clubb_thread_test.dir/Fortran.dd
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[904/915] Generating Fortran dyndep file src/CMakeFiles/clubb_tuner.dir/Fortran.dd
[905/915] Generating Fortran dyndep file src/CMakeFiles/clubb_driver_test.dir/Fortran.dd
[906/915] Building Fortran object src/CMakeFiles/clubb_thread_test.dir/clubb_thread_test.F90.o
[907/915] Building Fortran object src/CMakeFiles/clubb_standalone.dir/clubb_standalone.F90.o
[908/915] Building Fortran object src/CMakeFiles/clubb_driver_test.dir/clubb_driver_test.F90.o
[909/915] Linking Fortran executable src/clubb_thread_test
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[911/915] Building Fortran object src/CMakeFiles/clubb_tuner.dir/error.F90.o
[912/915] Linking Fortran executable src/clubb_standalone
[913/915] Building Fortran object src/CMakeFiles/clubb_tuner.dir/clubb_tuner.F90.o
[914/915] Linking Fortran executable src/clubb_tuner
[914/915] Install the project...
-- Install configuration: "Debug"
-- Installing: /home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/install/gcc_DEBUG_PRECdouble/libclubb_driver_lib.a
-- Installing: /home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/install/gcc_DEBUG_PRECdouble/clubb_tuner
-- Set runtime path of "/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/install/gcc_DEBUG_PRECdouble/clubb_tuner" to "/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/install/gcc_DEBUG_PRECdouble:/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/install/gcc_DEBUG_PRECdouble/lib:/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/install/gcc_DEBUG_PRECdouble/lib64:/usr/local/spack/opt/spack/linux-pop22-cascadelake/gcc-13.1.0/netcdf-fortran-4.5.3-ivafocv4fav4rj3ckswo6vj33utvtdir/lib"
-- Installing: /home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/install/gcc_DEBUG_PRECdouble/G_unit_tests
-- Set runtime path of "/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/install/gcc_DEBUG_PRECdouble/G_unit_tests" to "/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/install/gcc_DEBUG_PRECdouble:/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/install/gcc_DEBUG_PRECdouble/lib:/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/install/gcc_DEBUG_PRECdouble/lib64:/usr/local/spack/opt/spack/linux-pop22-cascadelake/gcc-13.1.0/netcdf-fortran-4.5.3-ivafocv4fav4rj3ckswo6vj33utvtdir/lib"
-- Installing: /home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/install/gcc_DEBUG_PRECdouble/clubb_thread_test
-- Set runtime path of "/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/install/gcc_DEBUG_PRECdouble/clubb_thread_test" to "/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/install/gcc_DEBUG_PRECdouble:/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/install/gcc_DEBUG_PRECdouble/lib:/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/install/gcc_DEBUG_PRECdouble/lib64:/usr/local/spack/opt/spack/linux-pop22-cascadelake/gcc-13.1.0/netcdf-fortran-4.5.3-ivafocv4fav4rj3ckswo6vj33utvtdir/lib"
-- Installing: /home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/install/gcc_DEBUG_PRECdouble/clubb_standalone
-- Set runtime path of "/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/install/gcc_DEBUG_PRECdouble/clubb_standalone" to "/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/install/gcc_DEBUG_PRECdouble:/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/install/gcc_DEBUG_PRECdouble/lib:/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/install/gcc_DEBUG_PRECdouble/lib64:/usr/local/spack/opt/spack/linux-pop22-cascadelake/gcc-13.1.0/netcdf-fortran-4.5.3-ivafocv4fav4rj3ckswo6vj33utvtdir/lib"
-- Installing: /home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/install/gcc_DEBUG_PRECdouble/clubb_driver_test
-- Set runtime path of "/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/install/gcc_DEBUG_PRECdouble/clubb_driver_test" to "/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/install/gcc_DEBUG_PRECdouble:/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/install/gcc_DEBUG_PRECdouble/lib:/home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/install/gcc_DEBUG_PRECdouble/lib64:/usr/local/spack/opt/spack/linux-pop22-cascadelake/gcc-13.1.0/netcdf-fortran-4.5.3-ivafocv4fav4rj3ckswo6vj33utvtdir/lib"
CLUBBStandardsCheck.py: beginning check on src
PASS: 0 checks failed for src
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CLUBBStandardsCheck.py: beginning check on src/Microphys
PASS: 0 checks failed for src/Microphys
CLUBBStandardsCheck.py: beginning check on src/Microphys/KK_microphys
PASS: 0 checks failed for src/Microphys/KK_microphys
CLUBBStandardsCheck.py: beginning check on src/G_unit_test_types
PASS: 0 checks failed for src/G_unit_test_types

Build completed successfully, and all source code checks passed.
[Pipeline] }
[Pipeline] // stage
[Pipeline] stage
[Pipeline] { (Run)
[Pipeline] sh
+ python run_scripts/run_G_unit_tests.py
Running G_unit_tests
 
Performing KK integrals tests
 
Percent Difference Tolerance (maximum acceptable percent difference between the CLUBB results and the MATLAB results using the same equations):   1.50000E-12
 
Saturation option (x2_opt for covariance integrals and x1_opt for mean integrals):  1
 
Agreement with regards to integral:  Quadrivariate NNLL
Obtained result:    3.940566852245362E-04
MATLAB result:    3.940566852245361E-04
Percent difference:   1.37569E-14%
 
Agreement with regards to integral:  Quadrivariate NNLL (const. x1)
Obtained result:    3.927115990964176E-04
MATLAB result:    3.927115990964175E-04
Percent difference:   2.76081E-14%
 
Agreement with regards to integral:  Quadrivariate NNLL (const. x2)
Obtained result:    3.959157231937519E-04
MATLAB result:    3.959157231937519E-04
Percent difference:   1.36923E-14%
 
Agreement with regards to integral:  Quadrivariate NNLL (const. x1 and x2)
Obtained result:    3.961224408774508E-04
MATLAB result:    3.961224408774508E-04
Percent difference:   1.36852E-14%
 
Agreement with regards to integral:  Trivariate NNL
Obtained result:    5.957899876478518E-10
MATLAB result:    5.957899876478559E-10
Percent difference:   6.94188E-13%
 
Agreement with regards to integral:  Trivariate NNL (const. x1)
Obtained result:    5.299646183560617E-10
MATLAB result:    5.299646183560650E-10
Percent difference:   6.24329E-13%
 
Agreement with regards to integral:  Trivariate NNL (const. x2)
Obtained result:    5.543555152546510E-10
MATLAB result:    5.543555152546526E-10
Percent difference:   2.98430E-13%
 
Agreement with regards to integral:  Trivariate NNL (const. x1 and x2)
Obtained result:    5.286452253001267E-10
MATLAB result:    5.286452253001284E-10
Percent difference:   3.12944E-13%
 
--------------------------------------------------
 
Agreement with regards to integral:  Trivariate NLL
Obtained result:   -9.854231981928352E-04
MATLAB result:   -9.854231981928350E-04
Percent difference:   2.20048E-14%
 
Agreement with regards to integral:  Trivariate NLL (const. x1)
Obtained result:   -9.922448817549015E-04
MATLAB result:   -9.922448817549015E-04
Percent difference:   0.00000E+00%
 
Agreement with regards to integral:  Bivariate NL
Obtained result:    8.940070763287877E-09
MATLAB result:    8.940070763287870E-09
Percent difference:   7.40201E-14%
 
Agreement with regards to integral:  Bivariate NL (const. x1)
Obtained result:    8.942709549399747E-09
MATLAB result:    8.942709549399743E-09
Percent difference:   3.69991E-14%
 
Agreement with regards to integral:  Bivariate LL
Obtained result:    1.007487885941809E-02
MATLAB result:    1.007487885941809E-02
Percent difference:   1.72183E-14%
 
==================================================
 
Saturation option (x2_opt for covariance integrals and x1_opt for mean integrals):  2
 
Agreement with regards to integral:  Quadrivariate NNLL
Obtained result:   -4.441972023148827E-05
MATLAB result:   -4.441972023148829E-05
Percent difference:   4.57652E-14%
 
Agreement with regards to integral:  Quadrivariate NNLL (const. x1)
Obtained result:   -4.559373570842309E-05
MATLAB result:   -4.559373570842311E-05
Percent difference:   4.45868E-14%
 
Agreement with regards to integral:  Quadrivariate NNLL (const. x2)
Obtained result:   -5.040842768062482E-05
MATLAB result:   -5.040842768062482E-05
Percent difference:   0.00000E+00%
 
Agreement with regards to integral:  Quadrivariate NNLL (const. x1 and x2)
Obtained result:   -5.038775591225493E-05
MATLAB result:   -5.038775591225493E-05
Percent difference:   0.00000E+00%
 
Agreement with regards to integral:  Trivariate NNL
Obtained result:    4.629614112194526E-09
MATLAB result:    4.629614112194527E-09
Percent difference:   1.78672E-14%
 
Agreement with regards to integral:  Trivariate NNL (const. x1)
Obtained result:    4.604609365066508E-09
MATLAB result:    4.604609365066509E-09
Percent difference:   1.79642E-14%
 
Agreement with regards to integral:  Trivariate NNL (const. x2)
Obtained result:    4.685272472815394E-09
MATLAB result:    4.685272472815394E-09
Percent difference:   1.76549E-14%
 
Agreement with regards to integral:  Trivariate NNL (const. x1 and x2)
Obtained result:    4.683452323676534E-09
MATLAB result:    4.683452323676534E-09
Percent difference:   0.00000E+00%
 
--------------------------------------------------
 
Agreement with regards to integral:  Trivariate NLL
Obtained result:   -1.088125285831538E-04
MATLAB result:   -1.088125285831538E-04
Percent difference:   2.49099E-14%
 
Agreement with regards to integral:  Trivariate NLL (const. x1)
Obtained result:   -9.922448817549016E-05
MATLAB result:   -9.922448817549016E-05
Percent difference:   0.00000E+00%
 
Agreement with regards to integral:  Bivariate NL
Obtained result:    7.907812698669825E-10
MATLAB result:    7.907812698669821E-10
Percent difference:   5.23015E-14%
 
Agreement with regards to integral:  Bivariate NL (const. x1)
Obtained result:    6.330953526469324E-10
MATLAB result:    6.330953526469324E-10
Percent difference:   0.00000E+00%
 
==================================================
 
Saturation option (x2_opt for covariance integrals and x1_opt for mean integrals):  3
 
Agreement with regards to integral:  Quadrivariate NNLL
Obtained result:   -7.622010070476262E-05
MATLAB result:   -7.622010070476262E-05
Percent difference:   0.00000E+00%
 
Agreement with regards to integral:  Quadrivariate NNLL (const. x1)
Obtained result:   -7.695119321547280E-05
MATLAB result:   -7.695119321547280E-05
Percent difference:   0.00000E+00%
 
Agreement with regards to integral:  Quadrivariate NNLL (const. x2)
Obtained result:   -1.000000000000000E-04
MATLAB result:   -1.000000000000000E-04
Percent difference:   0.00000E+00%
 
Agreement with regards to integral:  Quadrivariate NNLL (const. x1 and x2)
Obtained result:   -1.000000000000000E-04
MATLAB result:   -1.000000000000000E-04
Percent difference:   0.00000E+00%
 
Agreement with regards to integral:  Trivariate NNL
Obtained result:    4.851589269710427E-09
MATLAB result:    4.851589269710427E-09
Percent difference:   0.00000E+00%
 
Agreement with regards to integral:  Trivariate NNL (const. x1)
Obtained result:    4.837259568295437E-09
MATLAB result:    4.837259568295437E-09
Percent difference:   1.71002E-14%
 
Agreement with regards to integral:  Trivariate NNL (const. x2)
Obtained result:    5.000000000000000E-09
MATLAB result:    5.000000000000000E-09
Percent difference:   0.00000E+00%
 
Agreement with regards to integral:  Trivariate NNL (const. x1 and x2)
Obtained result:    5.000000000000000E-09
MATLAB result:    5.000000000000000E-09
Percent difference:   0.00000E+00%
 
--------------------------------------------------
 
Agreement with regards to integral:  Trivariate NLL
Obtained result:   -4.609761356905442E-05
MATLAB result:   -4.609761356905441E-05
Percent difference:   1.46998E-14%
 
Agreement with regards to integral:  Trivariate NLL (const. x1)
Obtained result:    0.000000000000000E+00
MATLAB result:    0.000000000000000E+00
Percent difference:   0.00000E+00%
 
Agreement with regards to integral:  Bivariate NL
Obtained result:    3.254808634091251E-10
MATLAB result:    3.254808634091251E-10
Percent difference:   0.00000E+00%
 
Agreement with regards to integral:  Bivariate NL (const. x1)
Obtained result:    0.000000000000000E+00
MATLAB result:    0.000000000000000E+00
Percent difference:   0.00000E+00%
 
==================================================
 
Success!
 ==================================================
  
 Performing correlation cholesky matrix setup tests
  
 correlation matrix :
   1.0000000000000000        0.0000000000000000        0.0000000000000000     
   0.0000000000000000        1.0000000000000000        0.0000000000000000     
   0.0000000000000000        0.0000000000000000        1.0000000000000000     
  
 Agreement
 Result:  
   1.0000000000000000        0.0000000000000000        0.0000000000000000     
   0.0000000000000000        1.0000000000000000        0.0000000000000000     
   0.0000000000000000        0.0000000000000000        1.0000000000000000     
  
 --
  
 correlation matrix :
   1.0000000000000000        1.0000000000000000        1.0000000000000000     
   0.0000000000000000        1.0000000000000000        1.0000000000000000     
   0.0000000000000000        0.0000000000000000        1.0000000000000000     
  
 Agreement
 Result:  
   1.0000000000000000        1.0000000000000000        1.0000000000000000     
   0.0000000000000000        0.0000000000000000        0.0000000000000000     
   0.0000000000000000        0.0000000000000000        0.0000000000000000     
  
 --
  
 correlation matrix :
   1.0000000000000000       0.86602540378443860       0.86602540378443860     
   0.0000000000000000        1.0000000000000000       0.86602540378443860     
   0.0000000000000000        0.0000000000000000        1.0000000000000000     
  
 Agreement
 Result:  
   1.0000000000000000       0.86602540378443860       0.86602540378443860     
   0.0000000000000000       0.50000000000000011       0.43301270189221941     
   0.0000000000000000        0.0000000000000000       0.25000000000000011     
  
 --
  
 ==================================================
  
 Performing correlation matrix approximation tests
  
 correlation cholesky matrix :
   1.0000000000000000        0.0000000000000000        0.0000000000000000     
   0.0000000000000000        1.0000000000000000        0.0000000000000000     
   0.0000000000000000        0.0000000000000000        1.0000000000000000     
  
 Agreement
 Result:  
   1.0000000000000000        0.0000000000000000        0.0000000000000000     
   0.0000000000000000        1.0000000000000000        0.0000000000000000     
   0.0000000000000000        0.0000000000000000        1.0000000000000000     
  
 --
  
 correlation cholesky matrix :
   1.0000000000000000        1.0000000000000000        1.0000000000000000     
   0.0000000000000000        0.0000000000000000        0.0000000000000000     
   0.0000000000000000        0.0000000000000000        0.0000000000000000     
  
 Agreement
 Result:  
   1.0000000000000000        1.0000000000000000        1.0000000000000000     
   1.0000000000000000        1.0000000000000000        1.0000000000000000     
   1.0000000000000000        1.0000000000000000        1.0000000000000000     
  
 --
  
 correlation cholesky matrix :
   1.0000000000000000       0.86602540378443860       0.86602540378443860     
   0.0000000000000000       0.50000000000000011       0.43301270189221941     
   0.0000000000000000        0.0000000000000000       0.25000000000000011     
  
 Agreement
 Result:  
   1.0000000000000000       0.86602540378443860       0.86602540378443860     
  0.86602540378443860        1.0000000000000000       0.96650635094610959     
  0.86602540378443860       0.96650635094610959        1.0000000000000000     
  
 --
  
 ==================================================
  
 Success!
 ==================================================
  
 Performing hole_filling_hm_one_lev_tests
  
 Hole-filling was conservative
 Warning: One-level hole filling was not able to fill holes completely! The holes were filled partially. |total_hole| > total_mass
 Warning: One-level hole filling was not able to fill holes completely! The holes were filled partially. |total_hole| > total_mass
 Warning: One-level hole filling was not able to fill holes completely! The holes were filled partially. |total_hole| > total_mass
 Warning: One-level hole filling was not able to fill holes completely! The holes were filled partially. |total_hole| > total_mass
 Warning: Hole filling failed! A hole could not be filled.
 Hole-filling was conservative
 Hole not entirely filled, as expected
 Hole-filling was conservative
 ==================================================
  
 Success!
 ==================================================
  
 Performing fill_holes_hydromet_tests
  
 testset_in(:,           1 ) =    1.0000000000000000        2.0000000000000000        3.0000000000000000        4.0000000000000000        5.0000000000000000        6.0000000000000000     
 testset_in(:,           2 ) =    6.0000000000000000        5.0000000000000000        4.0000000000000000        3.0000000000000000        2.0000000000000000        1.0000000000000000     
 testset_in(:,           3 ) =    3.0000000000000000        3.0000000000000000        3.0000000000000000        4.0000000000000000        4.0000000000000000        4.0000000000000000     
 testset_in(:,           4 ) =    1.0000000000000000        3.0000000000000000        2.0000000000000000        1.0000000000000000       -1.0000000000000000        0.0000000000000000     
 testset_in(:,           5 ) =    1.0000000000000000       -2.0000000000000000       -4.0000000000000000       -3.0000000000000000       -1.0000000000000000        0.0000000000000000     
 testset_in(:,           6 ) =    2.0000000000000000       -1.0000000000000000       -1.0000000000000000        1.0000000000000000       -1.0000000000000000        0.0000000000000000     
 testset_in(:,           7 ) =    1.0000000000000000        4.0000000000000000        2.0000000000000000        3.0000000000000000       -1.0000000000000000        0.0000000000000000     
 Warning: One-level hole filling was not able to fill holes completely! The holes were filled partially. |total_hole| > total_mass
 Warning: One-level hole filling was not able to fill holes completely! The holes were filled partially. |total_hole| > total_mass
 Warning: One-level hole filling was not able to fill holes completely! The holes were filled partially. |total_hole| > total_mass
 Warning: One-level hole filling was not able to fill holes completely! The holes were filled partially. |total_hole| > total_mass
 Warning: Hole filling failed! A hole could not be filled.
 Warning: One-level hole filling was not successful! total_mass ~= 0
 Hole-filling was conservative
 Hole-filling was conservative
 Hole-filling was conservative
 Hole not entirely filled, as expected
 Hole-filling was conservative
 Hole-filling was conservative
 Hole not entirely filled, as expected
 Hole-filling was conservative
 ==================================================
  
 Success!
 
 Nc-Ncn equations unit test
 ==========================
 
 Iteration =            1
 
 mu_chi_1 =   -1.0000000000000001E-005
 mu_chi_2 =   -5.0000000000000002E-005
 sigma_chi_1 =    1.0000000000000001E-005
 sigma_chi_2 =    1.5000000000000000E-005
 mu_Ncn_1 = mu_Ncn_2 =    50000000.000000000     
 sigma_Ncn_1 = sigma_Ncn_2 =    25000000.000000000     
 corr_chi_Ncn_1 = corr_chi_Ncn_2 =   0.40000000000000002     
 mixture fraction =   0.29999999999999999     
 cloud fraction (1st PDF component) =   0.15865525393145707     
 cloud fraction (2nd PDF component) =    4.2906033319683735E-004
 cloud fraction =    4.7896918412674905E-002
 Nc_in_cloud (from Ncn) =    66978771.649335034     
 Ncm (from Ncn) =    3208076.7610693830     
 Ncnm (from Nc_in_cloud) =    50000000.000000007     
 Ncnm (from Ncm) =    50000000.000000007     
 
 Test iteration  1 is a success!
 
 ======================================================
 
 Iteration =            2
 
 mu_chi_1 =   -1.0000000000000001E-005
 mu_chi_2 =   -5.0000000000000002E-005
 sigma_chi_1 =    1.0000000000000001E-009
 sigma_chi_2 =    1.5000000000000000E-009
 mu_Ncn_1 = mu_Ncn_2 =    50000000.000000000     
 sigma_Ncn_1 = sigma_Ncn_2 =    25000000.000000000     
 corr_chi_Ncn_1 = corr_chi_Ncn_2 =   0.40000000000000002     
 mixture fraction =   0.29999999999999999     
 cloud fraction (1st PDF component) =    0.0000000000000000     
 cloud fraction (2nd PDF component) =    0.0000000000000000     
 cloud fraction =    0.0000000000000000     
 Nc_in_cloud (from Ncn) =    50000000.000000000     
 Ncm (from Ncn) =    0.0000000000000000     
 Ncnm (from Nc_in_cloud) =    50000000.000000000     
 Ncnm (from Ncm) =    50000000.000000000     
 
 Test iteration  2 is a success!
 
 ======================================================
 
 Iteration =            3
 
 mu_chi_1 =    1.0000000000000001E-005
 mu_chi_2 =    5.0000000000000002E-005
 sigma_chi_1 =    1.0000000000000001E-005
 sigma_chi_2 =    1.5000000000000000E-005
 mu_Ncn_1 = mu_Ncn_2 =    50000000.000000000     
 sigma_Ncn_1 = sigma_Ncn_2 =    75000000.000000000     
 corr_chi_Ncn_1 = corr_chi_Ncn_2 =   0.40000000000000002     
 mixture fraction =   0.29999999999999999     
 cloud fraction (1st PDF component) =   0.84134474606854293     
 cloud fraction (2nd PDF component) =   0.99957093966680322     
 cloud fraction =   0.95210308158732504     
 Nc_in_cloud (from Ncn) =    51650441.529586732     
 Ncm (from Ncn) =    49176544.545665480     
 Ncnm (from Nc_in_cloud) =    50000000.000000000     
 Ncnm (from Ncm) =    50000000.000000000     
 
 Test iteration  3 is a success!
 
 ======================================================
 
 Iteration =            4
 
 mu_chi_1 =    1.0000000000000000E-008
 mu_chi_2 =   -1.0000000000000000E-008
 sigma_chi_1 =    5.0000000000000002E-005
 sigma_chi_2 =    5.0000000000000002E-005
 mu_Ncn_1 = mu_Ncn_2 =    50000000.000000000     
 sigma_Ncn_1 = sigma_Ncn_2 =    50000000.000000000     
 corr_chi_Ncn_1 = corr_chi_Ncn_2 =   0.10000000000000001     
 mixture fraction =   0.50000000000000000     
 cloud fraction (1st PDF component) =   0.50007978845554835     
 cloud fraction (2nd PDF component) =   0.49992021154445165     
 cloud fraction =   0.50000000000000000     
 Nc_in_cloud (from Ncn) =    53982783.648312390     
 Ncm (from Ncn) =    26991391.824156195     
 Ncnm (from Nc_in_cloud) =    50000000.000000000     
 Ncnm (from Ncm) =    50000000.000000000     
 
 Test iteration  4 is a success!
 
 ======================================================
 
 Iteration =            5
 
 mu_chi_1 =    1.0000000000000001E-005
 mu_chi_2 =    5.0000000000000002E-005
 sigma_chi_1 =    9.9999999999999995E-007
 sigma_chi_2 =    1.5000000000000000E-006
 mu_Ncn_1 = mu_Ncn_2 =    50000000.000000000     
 sigma_Ncn_1 = sigma_Ncn_2 =    25000000.000000000     
 corr_chi_Ncn_1 = corr_chi_Ncn_2 =   0.50000000000000000     
 mixture fraction =   0.29999999999999999     
 cloud fraction (1st PDF component) =    1.0000000000000000     
 cloud fraction (2nd PDF component) =    1.0000000000000000     
 cloud fraction =    1.0000000000000000     
 Nc_in_cloud (from Ncn) =    50000000.000000000     
 Ncm (from Ncn) =    50000000.000000000     
 Ncnm (from Nc_in_cloud) =    50000000.000000000     
 Ncnm (from Ncm) =    50000000.000000000     
 
 Test iteration  5 is a success!
 
 ======================================================
 
 Iteration =            6
 
 mu_chi_1 =   -9.9999999999999995E-008
 mu_chi_2 =   -5.0000000000000002E-005
 sigma_chi_1 =    1.0000000000000001E-005
 sigma_chi_2 =    1.5000000000000000E-005
 mu_Ncn_1 = mu_Ncn_2 =    50000000.000000000     
 sigma_Ncn_1 = sigma_Ncn_2 =    50000000.000000000     
 corr_chi_Ncn_1 = corr_chi_Ncn_2 =    0.0000000000000000     
 mixture fraction =   0.20000000000000001     
 cloud fraction (1st PDF component) =   0.49601064368536840     
 cloud fraction (2nd PDF component) =    4.2906033319683735E-004
 cloud fraction =    9.9545377003631155E-002
 Nc_in_cloud (from Ncn) =    49999999.999999993     
 Ncm (from Ncn) =    4977268.8501815572     
 Ncnm (from Nc_in_cloud) =    49999999.999999993     
 Ncnm (from Ncm) =    49999999.999999993     
 
 Test iteration  6 is a success!
 
 ======================================================
 
 Iteration =            7
 
 mu_chi_1 =    9.9999999999999995E-007
 mu_chi_2 =   -4.9999999999999998E-007
 sigma_chi_1 =    1.0000000000000001E-005
 sigma_chi_2 =    1.5000000000000000E-005
 mu_Ncn_1 = mu_Ncn_2 =    50000000.000000000     
 sigma_Ncn_1 = sigma_Ncn_2 =    0.0000000000000000     
 corr_chi_Ncn_1 = corr_chi_Ncn_2 =   0.69999999999999996     
 mixture fraction =   0.20000000000000001     
 cloud fraction (1st PDF component) =   0.53982783727702899     
 cloud fraction (2nd PDF component) =   0.48670438618290790     
 cloud fraction =   0.49732907640173213     
 Nc_in_cloud (from Ncn) =    50000000.000000000     
 Ncm (from Ncn) =    24866453.820086606     
 Ncnm (from Nc_in_cloud) =    50000000.000000000     
 Ncnm (from Ncm) =    50000000.000000000     
 
 Test iteration  7 is a success!
 
 ======================================================
 
 Iteration =            8
 
 mu_chi_1 =    9.9999999999999995E-007
 mu_chi_2 =   -4.9999999999999998E-007
 sigma_chi_1 =    1.0000000000000001E-005
 sigma_chi_2 =    1.5000000000000000E-009
 mu_Ncn_1 = mu_Ncn_2 =    50000000.000000000     
 sigma_Ncn_1 = sigma_Ncn_2 =    75000000.000000000     
 corr_chi_Ncn_1 = corr_chi_Ncn_2 =   0.69999999999999996     
 mixture fraction =   0.20000000000000001     
 cloud fraction (1st PDF component) =   0.53982783727702899     
 cloud fraction (2nd PDF component) =    0.0000000000000000     
 cloud fraction =   0.10796556745540581     
 Nc_in_cloud (from Ncn) =    81037694.237492040     
 Ncm (from Ncn) =    8749280.6436284967     
 Ncnm (from Nc_in_cloud) =    50000000.000000000     
 Ncnm (from Ncm) =    50000000.000000000     
 
 Test iteration  8 is a success!
 
 ======================================================
 
 Iteration =            9
 
 mu_chi_1 =    1.0000000000000001E-005
 mu_chi_2 =   -5.0000000000000002E-005
 sigma_chi_1 =    1.0000000000000001E-009
 sigma_chi_2 =    1.5000000000000000E-005
 mu_Ncn_1 = mu_Ncn_2 =    50000000.000000000     
 sigma_Ncn_1 = sigma_Ncn_2 =    75000000.000000000     
 corr_chi_Ncn_1 = corr_chi_Ncn_2 =   0.69999999999999996     
 mixture fraction =   0.20000000000000001     
 cloud fraction (1st PDF component) =    1.0000000000000000     
 cloud fraction (2nd PDF component) =    4.2906033319683735E-004
 cloud fraction =   0.20034324826655747     
 Nc_in_cloud (from Ncn) =    52151569.416871324     
 Ncm (from Ncn) =    10448214.819174858     
 Ncnm (from Nc_in_cloud) =    50000000.000000000     
 Ncnm (from Ncm) =    50000000.000000000     
 
 Test iteration  9 is a success!
 
 ======================================================
 
 Iteration =           10
 
 mu_chi_1 =    1.0000000000000001E-005
 mu_chi_2 =   -5.0000000000000002E-005
 sigma_chi_1 =    1.0000000000000001E-005
 sigma_chi_2 =    1.5000000000000000E-005
 mu_Ncn_1 = mu_Ncn_2 =    50000000.000000000     
 sigma_Ncn_1 = sigma_Ncn_2 =    75000000.000000000     
 corr_chi_Ncn_1 = corr_chi_Ncn_2 =   0.69999999999999996     
 mixture fraction =   0.20000000000000001     
 cloud fraction (1st PDF component) =   0.84134474606854293     
 cloud fraction (2nd PDF component) =    4.2906033319683735E-004
 cloud fraction =   0.16861219748026607     
 Nc_in_cloud (from Ncn) =    60768988.354576342     
 Ncm (from Ncn) =    10246392.665117815     
 Ncnm (from Nc_in_cloud) =    50000000.000000007     
 Ncnm (from Ncm) =    50000000.000000007     
 
 Test iteration 10 is a success!
 
 ======================================================
 
 Success!
 
 Performing corr_mtx_test
 
 ==================================================
 Expected:
  1.00  2.00  3.00  4.00  5.00  6.00  7.00  8.00  9.00  1.00  1.10  1.20 
  0.00  1.00  0.20  0.30  0.40  0.50  0.60  0.70  0.80  0.90  0.10  0.11 
  0.00  0.00  1.00  0.02  0.03  0.04  0.05  0.06  0.07  0.08  0.09  0.01 
  0.00  0.00  0.00  1.00 -1.00 -2.00 -3.00 -4.00 -5.00 -6.00 -7.00 -8.00 
  0.00  0.00  0.00  0.00  1.00 -0.10 -0.20 -0.30 -0.40 -0.50 -0.60 -0.70 
  0.00  0.00  0.00  0.00  0.00  1.00  0.00  0.00  0.00  0.00  0.00  0.00 
  0.00  0.00  0.00  0.00  0.00  0.00  1.00 -0.00 -0.00 -0.00 -0.00 -0.00 
  0.00  0.00  0.00  0.00  0.00  0.00  0.00  1.00  0.00  0.00  0.00  1.00 
  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  1.00  0.00  0.00  2.00 
  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  1.00  0.00  3.00 
  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  1.00  4.00 
  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  1.00 
 Actual:
  1.00  2.00  3.00  4.00  5.00  6.00  7.00  8.00  9.00  1.00  1.10  1.20 
  0.00  1.00  0.20  0.30  0.40  0.50  0.60  0.70  0.80  0.90  0.10  0.11 
  0.00  0.00  1.00  0.02  0.03  0.04  0.05  0.06  0.07  0.08  0.09  0.01 
  0.00  0.00  0.00  1.00 -1.00 -2.00 -3.00 -4.00 -5.00 -6.00 -7.00 -8.00 
  0.00  0.00  0.00  0.00  1.00 -0.10 -0.20 -0.30 -0.40 -0.50 -0.60 -0.70 
  0.00  0.00  0.00  0.00  0.00  1.00  0.00  0.00  0.00  0.00  0.00  0.00 
  0.00  0.00  0.00  0.00  0.00  0.00  1.00 -0.00 -0.00 -0.00 -0.00 -0.00 
  0.00  0.00  0.00  0.00  0.00  0.00  0.00  1.00  0.00  0.00  0.00  1.00 
  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  1.00  0.00  0.00  2.00 
  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  1.00  0.00  3.00 
  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  1.00  4.00 
  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  0.00  1.00 
 Success!
 ==================================================
 ==================================================
 
 Performing SILHS category test
 
 ==================================================
 Success!
 
 Performing hydrometeor mu and sigma values unit test
 ====================================================
 
 PDF parameter set 1:
 hmm =    2.0000000000000002E-005
 mixt_frac =    2.7000000000000000E-002
 precip_frac =    8.0000000000000002E-002
 precip_frac_1 =    1.0000000000000000     
 precip_frac_2 =    5.4470709146968145E-002
 hmp2_ip_on_hmm2_ip =    3.6000000000000001     
 hmm_ip =    2.5000000000000001E-004
 hmp2 =    2.2599999999999997E-008
 hm_tol =    1.0000000000000000E-010
 precip_frac_tol =    1.0000000000000000E-002
 
 Running tests for the above parameter set for all combinations of omicron and zeta.  Omicron values are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 PDF parameter set 2:
 hmm =    5.0000000000000004E-006
 mixt_frac =   0.50000000000000000     
 precip_frac =   0.50000000000000000     
 precip_frac_1 =   0.50000000000000000     
 precip_frac_2 =   0.50000000000000000     
 hmp2_ip_on_hmm2_ip =    1.0000000000000000     
 hmm_ip =    1.0000000000000001E-005
 hmp2 =    7.5000000000000012E-011
 hm_tol =    1.0000000000000000E-010
 precip_frac_tol =    1.0000000000000000E-002
 
 Running tests for the above parameter set for all combinations of omicron and zeta.  Omicron values are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 PDF parameter set 3:
 hmm =    1.0000000000000000E-010
 mixt_frac =   0.25000000000000000     
 precip_frac =   0.40000000000000002     
 precip_frac_1 =   0.75000000000000000     
 precip_frac_2 =   0.28333333333333338     
 hmp2_ip_on_hmm2_ip =   0.50000000000000000     
 hmm_ip =    2.5000000000000002E-010
 hmp2 =    2.7500000000000010E-020
 hm_tol =    1.0000000000000000E-010
 precip_frac_tol =    1.0000000000000000E-002
 
 Running tests for the above parameter set for all combinations of omicron and zeta.  Omicron values are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 PDF parameter set 4:
 hmm =    4.0000000000000003E-005
 mixt_frac =    1.0000000000000000E-002
 precip_frac =   0.10000000000000001     
 precip_frac_1 =    1.0000000000000000E-002
 precip_frac_2 =   0.10090909090909091     
 hmp2_ip_on_hmm2_ip =    2.5000000000000000     
 hmm_ip =    4.0000000000000002E-004
 hmp2 =    5.4400000000000004E-008
 hm_tol =    1.0000000000000000E-010
 precip_frac_tol =    1.0000000000000000E-002
 
 Running tests for the above parameter set for all combinations of omicron and zeta.  Omicron values are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 PDF parameter set 5:
 hmm =    4.0000000000000003E-005
 mixt_frac =   0.98999999999999999     
 precip_frac =   0.10000000000000001     
 precip_frac_1 =   0.10090909090909091     
 precip_frac_2 =    1.0000000000000278E-002
 hmp2_ip_on_hmm2_ip =    2.5000000000000000     
 hmm_ip =    4.0000000000000002E-004
 hmp2 =    5.4400000000000004E-008
 hm_tol =    1.0000000000000000E-010
 precip_frac_tol =    1.0000000000000000E-002
 
 Running tests for the above parameter set for all combinations of omicron and zeta.  Omicron values are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 PDF parameter set 6:
 hmm =    1.0000000000000001E-005
 mixt_frac =   0.12500000000000000     
 precip_frac =    1.0000000000000000     
 precip_frac_1 =    1.0000000000000000     
 precip_frac_2 =    1.0000000000000000     
 hmp2_ip_on_hmm2_ip =    1.5000000000000000     
 hmm_ip =    1.0000000000000001E-005
 hmp2 =    1.5000000000000005E-010
 hm_tol =    1.0000000000000000E-010
 precip_frac_tol =    1.0000000000000000E-002
 
 Running tests for the above parameter set for all combinations of omicron and zeta.  Omicron values are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 PDF parameter set 7:
 hmm =    6.0000000000000002E-005
 mixt_frac =    5.0000000000000003E-002
 precip_frac =   0.11000000000000000     
 precip_frac_1 =   0.90000000000000002     
 precip_frac_2 =    6.8421052631578952E-002
 hmp2_ip_on_hmm2_ip =    5.0000000000000000     
 hmm_ip =    5.4545454545454548E-004
 hmp2 =    1.9276363636363637E-007
 hm_tol =    1.0000000000000000E-010
 precip_frac_tol =    1.0000000000000000E-002
 
 Running tests for the above parameter set for all combinations of omicron and zeta.  Omicron values are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 PDF parameter set 8:
 hmm =    7.9999999999999996E-007
 mixt_frac =   0.80000000000000004     
 precip_frac =   0.25000000000000000     
 precip_frac_1 =   0.10000000000000001     
 precip_frac_2 =   0.85000000000000009     
 hmp2_ip_on_hmm2_ip =   0.75000000000000000     
 hmm_ip =    3.1999999999999999E-006
 hmp2 =    3.8399999999999998E-012
 hm_tol =    1.0000000000000000E-010
 precip_frac_tol =    1.0000000000000000E-002
 
 Running tests for the above parameter set for all combinations of omicron and zeta.  Omicron values are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 PDF parameter set 9:
 hmm =    1.3499999999999999E-005
 mixt_frac =   0.10000000000000001     
 precip_frac =   0.10000000000000001     
 precip_frac_1 =   0.50000000000000000     
 precip_frac_2 =    5.5555555555555559E-002
 hmp2_ip_on_hmm2_ip =    2.0000000000000000     
 hmm_ip =    1.3499999999999997E-004
 hmp2 =    5.2852499999999985E-009
 hm_tol =    1.0000000000000000E-010
 precip_frac_tol =    1.0000000000000000E-002
 
 Running tests for the above parameter set for all combinations of omicron and zeta.  Omicron values are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 PDF parameter set 10 (randomly generated):
 Random seed values =         2026           5           8        -300           3          22           2         786
 hmm =    2.4553947299393049E-005
 mixt_frac =   0.12498672099520590     
 precip_frac =   0.74393053542205634     
 precip_frac_1 =   0.64354628995996133     
 precip_frac_2 =   0.75826940087808148     
 hmp2_ip_on_hmm2_ip =    1.1813409780555750     
 hmm_ip =    3.3005698960135823E-005
 hmp2 =    1.1649064481190705E-009
 hm_tol =    1.0000000000000000E-010
 precip_frac_tol =    1.0000000000000000E-002
 
 Running tests for the above parameter set for all combinations of omicron and zeta.  Omicron values are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Checking values with precipitation in 1st PDF component only.
 
 Checking values with precipitation in 2nd PDF component only.
 
 Success!
 
 
 Performing PDF parameter values unit test
 =========================================
 
 Performing PDF parameter unit tests for ADG1
 
 PDF parameter set 1:
 wm =   -5.0000000000000001E-003
 rtm =    4.2868400000000001E-003
 thlm =    309.13099999999997     
 wp2 =    3.3741899999999998E-002
 rtp2 =    1.1786499999999999E-006
 thlp2 =    5.9920000000000001E-002
 Skw =    8.6882480819056749     
 wp3 =    5.3850099999999998E-002
 Skrt =    1.4880899999999999     
 rtp3 =    1.9041733779221134E-009
 Skthl =   -1.4580900000000001     
 thlp3 =   -2.1386614365822010E-002
 wprtp =    2.3725400000000002E-005
 wpthlp =   -5.5512699999999996E-003
 rtpthlp =   -2.3917778634313013E-004
 
 Running tests for the above parameter set for various values of sigma_sqd_w for the setting variable (w).  Values of sigma_sqd_w are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1 (or 0.99).
 
 Running tests for the above parameter set for the full PDF (the setting of sigma_sqd_w is handled the same way as in the model code).
 
 PDF parameter set 2:
 wm =    1.0000000000000000E-002
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.10000000000000001     
 rtp2 =    5.0000000000000004E-006
 thlp2 =   0.10000000000000001     
 Skw =   -4.5000000000000000     
 wp3 =  -0.14230249470757708     
 Skrt =    1.0000000000000000     
 rtp3 =    1.1180339887498949E-008
 Skthl =   -2.5000000000000000     
 thlp3 =   -7.9056941504209499E-002
 wprtp =   -5.0000000000000002E-005
 wpthlp =    5.0000000000000001E-003
 rtpthlp =   -6.3639610306789288E-004
 
 Running tests for the above parameter set for various values of sigma_sqd_w for the setting variable (w).  Values of sigma_sqd_w are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1 (or 0.99).
 
 Running tests for the above parameter set for the full PDF (the setting of sigma_sqd_w is handled the same way as in the model code).
 
 PDF parameter set 3:
 wm =   -1.0000000000000000E-002
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.50000000000000000     
 rtp2 =    5.0000000000000004E-006
 thlp2 =   0.10000000000000001     
 Skw =    4.5000000000000000     
 wp3 =    1.5909902576697321     
 Skrt =    2.5000000000000000     
 rtp3 =    2.7950849718747374E-008
 Skthl =   -2.5000000000000000     
 thlp3 =   -7.9056941504209499E-002
 wprtp =    5.0000000000000002E-005
 wpthlp =   -5.0000000000000001E-003
 rtpthlp =   -6.3639610306789288E-004
 
 Running tests for the above parameter set for various values of sigma_sqd_w for the setting variable (w).  Values of sigma_sqd_w are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1 (or 0.99).
 
 Running tests for the above parameter set for the full PDF (the setting of sigma_sqd_w is handled the same way as in the model code).
 
 PDF parameter set 4:
 wm =   0.10000000000000001     
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =    5.0000000000000000     
 rtp2 =    6.9999999999999999E-006
 thlp2 =    1.0000000000000000     
 Skw =    2.0000000000000000     
 wp3 =    22.360679774997898     
 Skrt =    1.5000000000000000     
 rtp3 =    2.7780388766178202E-008
 Skthl =   -1.5000000000000000     
 thlp3 =   -1.5000000000000000     
 wprtp =    5.0000000000000002E-005
 wpthlp =   -1.0000000000000000E-002
 rtpthlp =   -2.3811761799581318E-003
 
 Running tests for the above parameter set for various values of sigma_sqd_w for the setting variable (w).  Values of sigma_sqd_w are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1 (or 0.99).
 
 Running tests for the above parameter set for the full PDF (the setting of sigma_sqd_w is handled the same way as in the model code).
 
 PDF parameter set 5:
 wm =   -1.0000000000000000E-003
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.29999999999999999     
 rtp2 =    1.9999999999999999E-006
 thlp2 =   0.20000000000000001     
 Skw =   -2.0000000000000000     
 wp3 =  -0.32863353450309962     
 Skrt =  -0.25000000000000000     
 rtp3 =   -7.0710678118654745E-010
 Skthl =   -3.5000000000000000     
 thlp3 =  -0.31304951684997062     
 wprtp =    5.0000000000000002E-005
 wpthlp =    5.0000000000000001E-003
 rtpthlp =    5.6920997883030825E-004
 
 Running tests for the above parameter set for various values of sigma_sqd_w for the setting variable (w).  Values of sigma_sqd_w are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1 (or 0.99).
 
 Running tests for the above parameter set for the full PDF (the setting of sigma_sqd_w is handled the same way as in the model code).
 
 PDF parameter set 6:
 wm =   -1.0000000000000000E-002
 rtm =    5.0000000000000001E-003
 thlm =    305.00000000000000     
 wp2 =    1.0000000000000000     
 rtp2 =    4.9999999999999998E-007
 thlp2 =   0.10000000000000001     
 Skw =    0.0000000000000000     
 wp3 =    0.0000000000000000     
 Skrt =    0.0000000000000000     
 rtp3 =    0.0000000000000000     
 Skthl =    0.0000000000000000     
 thlp3 =    0.0000000000000000     
 wprtp =    5.0000000000000002E-005
 wpthlp =   -5.0000000000000001E-003
 rtpthlp =   -2.0124611797498108E-004
 
 Running tests for the above parameter set for various values of sigma_sqd_w for the setting variable (w).  Values of sigma_sqd_w are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1 (or 0.99).
 
 Running tests for the above parameter set for the full PDF (the setting of sigma_sqd_w is handled the same way as in the model code).
 
 PDF parameter set 7:
 wm =   0.20000000000000001     
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.25000000000000000     
 rtp2 =    5.0000000000000004E-006
 thlp2 =   0.14999999999999999     
 Skw =   0.75000000000000000     
 wp3 =    9.3750000000000000E-002
 Skrt =    3.0000000000000000     
 rtp3 =    3.3541019662496846E-008
 Skthl =  -0.50000000000000000     
 thlp3 =   -2.9047375096555625E-002
 wprtp =    5.0000000000000002E-005
 wpthlp =   -5.0000000000000001E-003
 rtpthlp =   -7.7942286340599491E-004
 
 Running tests for the above parameter set for various values of sigma_sqd_w for the setting variable (w).  Values of sigma_sqd_w are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1 (or 0.99).
 
 Running tests for the above parameter set for the full PDF (the setting of sigma_sqd_w is handled the same way as in the model code).
 
 PDF parameter set 8:
 wm =   -2.0000000000000000E-003
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =    4.0000000000000002E-004
 rtp2 =    1.0000000000000001E-016
 thlp2 =    1.0000000000000000E-004
 Skw =    0.0000000000000000     
 wp3 =    0.0000000000000000     
 Skrt =    0.0000000000000000     
 rtp3 =    0.0000000000000000     
 Skthl =    0.0000000000000000     
 thlp3 =    0.0000000000000000     
 wprtp =    0.0000000000000000     
 wpthlp =    0.0000000000000000     
 rtpthlp =    9.0000000000000012E-011
 
 Running tests for the above parameter set for various values of sigma_sqd_w for the setting variable (w).  Values of sigma_sqd_w are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1 (or 0.99).
 
 Running tests for the above parameter set for the full PDF (the setting of sigma_sqd_w is handled the same way as in the model code).
 
 PDF parameter set 9:
 wm =    1.0000000000000000E-003
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =    4.0000000000000002E-004
 rtp2 =    1.9999999999999999E-006
 thlp2 =   0.69999999999999996     
 Skw =    0.0000000000000000     
 wp3 =    0.0000000000000000     
 Skrt =   -1.0000000000000000     
 rtp3 =   -2.8284271247461898E-009
 Skthl =   -2.0000000000000000     
 thlp3 =   -1.1713240371477056     
 wprtp =    0.0000000000000000     
 wpthlp =    0.0000000000000000     
 rtpthlp =    1.0648943609579309E-003
 
 Running tests for the above parameter set for various values of sigma_sqd_w for the setting variable (w).  Values of sigma_sqd_w are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1 (or 0.99).
 
 Running tests for the above parameter set for the full PDF (the setting of sigma_sqd_w is handled the same way as in the model code).
 
 PDF parameter set 10 (randomly generated):
 Random seed values =         2026           5           8        -300           3          22           2         786
 wm =   -2.8921054012139069E-002
 rtm =    3.3466677754123656E-003
 thlm =    304.14707249084978     
 wp2 =   0.63994574743430432     
 rtp2 =    5.7245836966531748E-007
 thlp2 =   0.20882148070017725     
 Skw =  -0.73725135592632007     
 wp3 =  -0.37742469791832339     
 Skrt =   -2.8359750373159263     
 rtp3 =   -1.2283390760186595E-009
 Skthl =    2.1760707257913952     
 thlp3 =   0.20765183002948945     
 wprtp =    5.2451430667775504E-004
 wpthlp =    7.5931638539387475E-002
 rtpthlp =    3.1117310224070471E-004
 
 Running tests for the above parameter set for various values of sigma_sqd_w for the setting variable (w).  Values of sigma_sqd_w are 0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1 (or 0.99).
 
 Running tests for the above parameter set for the full PDF (the setting of sigma_sqd_w is handled the same way as in the model code).
 
 Running ADG1 expected-failure tests.
 
 ADG1_w_closure correctly failed when given wp2 = 0.
 ADG1_pdf_driver correctly failed when given thlp2 = 0.
 Success!
 
 
 Performing PDF parameter values unit test
 =========================================
 
 Performing PDF parameter unit tests for LY93
 
 PDF parameter set 1:
 wm =   -5.0000000000000001E-003
 rtm =    4.2868400000000001E-003
 thlm =    309.13099999999997     
 wp2 =    3.3741899999999998E-002
 rtp2 =    1.1786499999999999E-006
 thlp2 =    5.9920000000000001E-002
 Skw =    8.6882480819056749     
 wp3 =    5.3850099999999998E-002
 Skrt =    1.4880899999999999     
 rtp3 =    1.9041733779221134E-009
 Skthl =   -1.4580900000000001     
 thlp3 =   -2.1386614365822010E-002
 wprtp =    2.3725400000000002E-005
 wpthlp =   -5.5512699999999996E-003
 rtpthlp =   -2.3917778634313013E-004
 
 Running tests for the above parameter set for the setting variable (w is used here).
 
 Running tests for the above parameter set for the full PDF.
 
 PDF parameter set 2:
 wm =    1.0000000000000000E-002
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.10000000000000001     
 rtp2 =    5.0000000000000004E-006
 thlp2 =   0.10000000000000001     
 Skw =   -4.5000000000000000     
 wp3 =  -0.14230249470757708     
 Skrt =    1.0000000000000000     
 rtp3 =    1.1180339887498949E-008
 Skthl =   -2.5000000000000000     
 thlp3 =   -7.9056941504209499E-002
 wprtp =   -5.0000000000000002E-005
 wpthlp =    5.0000000000000001E-003
 rtpthlp =   -6.3639610306789288E-004
 
 Running tests for the above parameter set for the setting variable (w is used here).
 
 Running tests for the above parameter set for the full PDF.
 
 PDF parameter set 3:
 wm =   -1.0000000000000000E-002
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.50000000000000000     
 rtp2 =    5.0000000000000004E-006
 thlp2 =   0.10000000000000001     
 Skw =    4.5000000000000000     
 wp3 =    1.5909902576697321     
 Skrt =    2.5000000000000000     
 rtp3 =    2.7950849718747374E-008
 Skthl =   -2.5000000000000000     
 thlp3 =   -7.9056941504209499E-002
 wprtp =    5.0000000000000002E-005
 wpthlp =   -5.0000000000000001E-003
 rtpthlp =   -6.3639610306789288E-004
 
 Running tests for the above parameter set for the setting variable (w is used here).
 
 Running tests for the above parameter set for the full PDF.
 
 PDF parameter set 4:
 wm =   0.10000000000000001     
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =    5.0000000000000000     
 rtp2 =    6.9999999999999999E-006
 thlp2 =    1.0000000000000000     
 Skw =    2.0000000000000000     
 wp3 =    22.360679774997898     
 Skrt =    1.5000000000000000     
 rtp3 =    2.7780388766178202E-008
 Skthl =   -1.5000000000000000     
 thlp3 =   -1.5000000000000000     
 wprtp =    5.0000000000000002E-005
 wpthlp =   -1.0000000000000000E-002
 rtpthlp =   -2.3811761799581318E-003
 
 Running tests for the above parameter set for the setting variable (w is used here).
 
 Running tests for the above parameter set for the full PDF.
 
 PDF parameter set 5:
 wm =   -1.0000000000000000E-003
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.29999999999999999     
 rtp2 =    1.9999999999999999E-006
 thlp2 =   0.20000000000000001     
 Skw =   -2.0000000000000000     
 wp3 =  -0.32863353450309962     
 Skrt =  -0.25000000000000000     
 rtp3 =   -7.0710678118654745E-010
 Skthl =   -3.5000000000000000     
 thlp3 =  -0.31304951684997062     
 wprtp =    5.0000000000000002E-005
 wpthlp =    5.0000000000000001E-003
 rtpthlp =    5.6920997883030825E-004
 
 Running tests for the above parameter set for the setting variable (w is used here).
 
 Running tests for the above parameter set for the full PDF.
 
 PDF parameter set 6:
 wm =   -1.0000000000000000E-002
 rtm =    5.0000000000000001E-003
 thlm =    305.00000000000000     
 wp2 =    1.0000000000000000     
 rtp2 =    4.9999999999999998E-007
 thlp2 =   0.10000000000000001     
 Skw =    0.0000000000000000     
 wp3 =    0.0000000000000000     
 Skrt =    0.0000000000000000     
 rtp3 =    0.0000000000000000     
 Skthl =    0.0000000000000000     
 thlp3 =    0.0000000000000000     
 wprtp =    5.0000000000000002E-005
 wpthlp =   -5.0000000000000001E-003
 rtpthlp =   -2.0124611797498108E-004
 
 Running tests for the above parameter set for the setting variable (w is used here).
 
 Running tests for the above parameter set for the full PDF.
 
 PDF parameter set 7:
 wm =   0.20000000000000001     
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.25000000000000000     
 rtp2 =    5.0000000000000004E-006
 thlp2 =   0.14999999999999999     
 Skw =   0.75000000000000000     
 wp3 =    9.3750000000000000E-002
 Skrt =    3.0000000000000000     
 rtp3 =    3.3541019662496846E-008
 Skthl =  -0.50000000000000000     
 thlp3 =   -2.9047375096555625E-002
 wprtp =    5.0000000000000002E-005
 wpthlp =   -5.0000000000000001E-003
 rtpthlp =   -7.7942286340599491E-004
 
 Running tests for the above parameter set for the setting variable (w is used here).
 
 Running tests for the above parameter set for the full PDF.
 
 PDF parameter set 8:
 wm =   -2.0000000000000000E-003
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =    4.0000000000000002E-004
 rtp2 =    1.0000000000000001E-016
 thlp2 =    1.0000000000000000E-004
 Skw =    0.0000000000000000     
 wp3 =    0.0000000000000000     
 Skrt =    0.0000000000000000     
 rtp3 =    0.0000000000000000     
 Skthl =    0.0000000000000000     
 thlp3 =    0.0000000000000000     
 wprtp =    0.0000000000000000     
 wpthlp =    0.0000000000000000     
 rtpthlp =    9.0000000000000012E-011
 
 Running tests for the above parameter set for the setting variable (w is used here).
 
 Running tests for the above parameter set for the full PDF.
 
 PDF parameter set 9:
 wm =    1.0000000000000000E-003
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =    4.0000000000000002E-004
 rtp2 =    1.9999999999999999E-006
 thlp2 =   0.69999999999999996     
 Skw =    0.0000000000000000     
 wp3 =    0.0000000000000000     
 Skrt =   -1.0000000000000000     
 rtp3 =   -2.8284271247461898E-009
 Skthl =   -2.0000000000000000     
 thlp3 =   -1.1713240371477056     
 wprtp =    0.0000000000000000     
 wpthlp =    0.0000000000000000     
 rtpthlp =    1.0648943609579309E-003
 
 Running tests for the above parameter set for the setting variable (w is used here).
 
 Running tests for the above parameter set for the full PDF.
 
 PDF parameter set 10 (randomly generated):
 Random seed values =         2026           5           8        -300           3          22           2         787
 wm =   -2.8921054012139069E-002
 rtm =    3.3466677754123591E-003
 thlm =    304.14707249084978     
 wp2 =   0.63994574747523125     
 rtp2 =    5.4169614236571317E-007
 thlp2 =   0.20883751096721204     
 Skw =  -0.63842268219488307     
 wp3 =  -0.32683085091376285     
 Skrt =    3.4921982420779969     
 rtp3 =    1.3922989756152782E-009
 Skthl =  -0.39695164983418163     
 thlp3 =   -3.7883524246306054E-002
 wprtp =    1.5740102839056672E-004
 wpthlp =   0.29048223517820621     
 rtpthlp =    3.0270851325735594E-004
 
 Running tests for the above parameter set for the setting variable (w is used here).
 
 Running tests for the above parameter set for the full PDF.
 
 Success!
 
 
 Performing PDF parameter values unit test
 =========================================
 
 Performing PDF parameter unit tests for TSDADG
 
 PDF parameter set 1:
 wm =   -5.0000000000000001E-003
 rtm =    4.2868400000000001E-003
 thlm =    309.13099999999997     
 wp2 =    3.3741899999999998E-002
 rtp2 =    1.1786499999999999E-006
 thlp2 =    5.9920000000000001E-002
 Skw =    8.6882480819056749     
 wp3 =    5.3850099999999998E-002
 Skrt =    1.4880899999999999     
 rtp3 =    1.9041733779221134E-009
 Skthl =   -1.4580900000000001     
 thlp3 =   -2.1386614365822010E-002
 wprtp =    2.3725400000000002E-005
 wpthlp =   -5.5512699999999996E-003
 rtpthlp =   -2.3917778634313013E-004
 
 PDF parameter set 2:
 wm =    1.0000000000000000E-002
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.10000000000000001     
 rtp2 =    5.0000000000000004E-006
 thlp2 =   0.10000000000000001     
 Skw =   -4.5000000000000000     
 wp3 =  -0.14230249470757708     
 Skrt =    1.0000000000000000     
 rtp3 =    1.1180339887498949E-008
 Skthl =   -2.5000000000000000     
 thlp3 =   -7.9056941504209499E-002
 wprtp =   -5.0000000000000002E-005
 wpthlp =    5.0000000000000001E-003
 rtpthlp =   -6.3639610306789288E-004
 
 PDF parameter set 3:
 wm =   -1.0000000000000000E-002
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.50000000000000000     
 rtp2 =    5.0000000000000004E-006
 thlp2 =   0.10000000000000001     
 Skw =    4.5000000000000000     
 wp3 =    1.5909902576697321     
 Skrt =    2.5000000000000000     
 rtp3 =    2.7950849718747374E-008
 Skthl =   -2.5000000000000000     
 thlp3 =   -7.9056941504209499E-002
 wprtp =    5.0000000000000002E-005
 wpthlp =   -5.0000000000000001E-003
 rtpthlp =   -6.3639610306789288E-004
 
 PDF parameter set 4:
 wm =   0.10000000000000001     
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =    5.0000000000000000     
 rtp2 =    6.9999999999999999E-006
 thlp2 =    1.0000000000000000     
 Skw =    2.0000000000000000     
 wp3 =    22.360679774997898     
 Skrt =    1.5000000000000000     
 rtp3 =    2.7780388766178202E-008
 Skthl =   -1.5000000000000000     
 thlp3 =   -1.5000000000000000     
 wprtp =    5.0000000000000002E-005
 wpthlp =   -1.0000000000000000E-002
 rtpthlp =   -2.3811761799581318E-003
 
 PDF parameter set 5:
 wm =   -1.0000000000000000E-003
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.29999999999999999     
 rtp2 =    1.9999999999999999E-006
 thlp2 =   0.20000000000000001     
 Skw =   -2.0000000000000000     
 wp3 =  -0.32863353450309962     
 Skrt =  -0.25000000000000000     
 rtp3 =   -7.0710678118654745E-010
 Skthl =   -3.5000000000000000     
 thlp3 =  -0.31304951684997062     
 wprtp =    5.0000000000000002E-005
 wpthlp =    5.0000000000000001E-003
 rtpthlp =    5.6920997883030825E-004
 
 PDF parameter set 6:
 wm =   -1.0000000000000000E-002
 rtm =    5.0000000000000001E-003
 thlm =    305.00000000000000     
 wp2 =    1.0000000000000000     
 rtp2 =    4.9999999999999998E-007
 thlp2 =   0.10000000000000001     
 Skw =    0.0000000000000000     
 wp3 =    0.0000000000000000     
 Skrt =    0.0000000000000000     
 rtp3 =    0.0000000000000000     
 Skthl =    0.0000000000000000     
 thlp3 =    0.0000000000000000     
 wprtp =    5.0000000000000002E-005
 wpthlp =   -5.0000000000000001E-003
 rtpthlp =   -2.0124611797498108E-004
 
 PDF parameter set 7:
 wm =   0.20000000000000001     
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.25000000000000000     
 rtp2 =    5.0000000000000004E-006
 thlp2 =   0.14999999999999999     
 Skw =   0.75000000000000000     
 wp3 =    9.3750000000000000E-002
 Skrt =    3.0000000000000000     
 rtp3 =    3.3541019662496846E-008
 Skthl =  -0.50000000000000000     
 thlp3 =   -2.9047375096555625E-002
 wprtp =    5.0000000000000002E-005
 wpthlp =   -5.0000000000000001E-003
 rtpthlp =   -7.7942286340599491E-004
 
 PDF parameter set 8:
 wm =   -2.0000000000000000E-003
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =    4.0000000000000002E-004
 rtp2 =    1.0000000000000001E-016
 thlp2 =    1.0000000000000000E-004
 Skw =    0.0000000000000000     
 wp3 =    0.0000000000000000     
 Skrt =    0.0000000000000000     
 rtp3 =    0.0000000000000000     
 Skthl =    0.0000000000000000     
 thlp3 =    0.0000000000000000     
 wprtp =    0.0000000000000000     
 wpthlp =    0.0000000000000000     
 rtpthlp =    9.0000000000000012E-011
 
 PDF parameter set 9:
 wm =    1.0000000000000000E-003
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =    4.0000000000000002E-004
 rtp2 =    1.9999999999999999E-006
 thlp2 =   0.69999999999999996     
 Skw =    0.0000000000000000     
 wp3 =    0.0000000000000000     
 Skrt =   -1.0000000000000000     
 rtp3 =   -2.8284271247461898E-009
 Skthl =   -2.0000000000000000     
 thlp3 =   -1.1713240371477056     
 wprtp =    0.0000000000000000     
 wpthlp =    0.0000000000000000     
 rtpthlp =    1.0648943609579309E-003
 
 PDF parameter set 10 (randomly generated):
 Random seed values =         2026           5           8        -300           3          22           2         787
 wm =   -2.8921054012139069E-002
 rtm =    3.3466677754123591E-003
 thlm =    304.14707249084978     
 wp2 =   0.63994574747523125     
 rtp2 =    5.4169614236571317E-007
 thlp2 =   0.20883751096721204     
 Skw =  -0.63842268219488307     
 wp3 =  -0.32683085091376285     
 Skrt =    3.4921982420779969     
 rtp3 =    1.3922989756152782E-009
 Skthl =  -0.39695164983418163     
 thlp3 =   -3.7883524246306054E-002
 wprtp =    1.5740102839056672E-004
 wpthlp =   0.29048223517820621     
 rtpthlp =    3.0270851325735594E-004
 
 Success!
 
 
 Performing PDF parameter values unit test
 =========================================
 
 Performing PDF parameter unit tests for the new PDF
 
 PDF parameter set 1:
 wm =   -5.0000000000000001E-003
 rtm =    4.2868400000000001E-003
 thlm =    309.13099999999997     
 wp2 =    3.3741899999999998E-002
 rtp2 =    1.1786499999999999E-006
 thlp2 =    5.9920000000000001E-002
 Skw =    8.6882480819056749     
 wp3 =    5.3850099999999998E-002
 Skrt =    1.4880899999999999     
 rtp3 =    1.9041733779221134E-009
 Skthl =   -1.4580900000000001     
 thlp3 =   -2.1386614365822010E-002
 wprtp =    2.3725400000000002E-005
 wpthlp =   -5.5512699999999996E-003
 rtpthlp =   -2.3917778634313013E-004
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 2:
 wm =    1.0000000000000000E-002
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.10000000000000001     
 rtp2 =    5.0000000000000004E-006
 thlp2 =   0.10000000000000001     
 Skw =   -4.5000000000000000     
 wp3 =  -0.14230249470757708     
 Skrt =    1.0000000000000000     
 rtp3 =    1.1180339887498949E-008
 Skthl =   -2.5000000000000000     
 thlp3 =   -7.9056941504209499E-002
 wprtp =   -5.0000000000000002E-005
 wpthlp =    5.0000000000000001E-003
 rtpthlp =   -6.3639610306789288E-004
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 3:
 wm =   -1.0000000000000000E-002
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.50000000000000000     
 rtp2 =    5.0000000000000004E-006
 thlp2 =   0.10000000000000001     
 Skw =    4.5000000000000000     
 wp3 =    1.5909902576697321     
 Skrt =    2.5000000000000000     
 rtp3 =    2.7950849718747374E-008
 Skthl =   -2.5000000000000000     
 thlp3 =   -7.9056941504209499E-002
 wprtp =    5.0000000000000002E-005
 wpthlp =   -5.0000000000000001E-003
 rtpthlp =   -6.3639610306789288E-004
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 4:
 wm =   0.10000000000000001     
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =    5.0000000000000000     
 rtp2 =    6.9999999999999999E-006
 thlp2 =    1.0000000000000000     
 Skw =    2.0000000000000000     
 wp3 =    22.360679774997898     
 Skrt =    1.5000000000000000     
 rtp3 =    2.7780388766178202E-008
 Skthl =   -1.5000000000000000     
 thlp3 =   -1.5000000000000000     
 wprtp =    5.0000000000000002E-005
 wpthlp =   -1.0000000000000000E-002
 rtpthlp =   -2.3811761799581318E-003
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 5:
 wm =   -1.0000000000000000E-003
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.29999999999999999     
 rtp2 =    1.9999999999999999E-006
 thlp2 =   0.20000000000000001     
 Skw =   -2.0000000000000000     
 wp3 =  -0.32863353450309962     
 Skrt =  -0.25000000000000000     
 rtp3 =   -7.0710678118654745E-010
 Skthl =   -3.5000000000000000     
 thlp3 =  -0.31304951684997062     
 wprtp =    5.0000000000000002E-005
 wpthlp =    5.0000000000000001E-003
 rtpthlp =    5.6920997883030825E-004
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 6:
 wm =   -1.0000000000000000E-002
 rtm =    5.0000000000000001E-003
 thlm =    305.00000000000000     
 wp2 =    1.0000000000000000     
 rtp2 =    4.9999999999999998E-007
 thlp2 =   0.10000000000000001     
 Skw =    0.0000000000000000     
 wp3 =    0.0000000000000000     
 Skrt =    0.0000000000000000     
 rtp3 =    0.0000000000000000     
 Skthl =    0.0000000000000000     
 thlp3 =    0.0000000000000000     
 wprtp =    5.0000000000000002E-005
 wpthlp =   -5.0000000000000001E-003
 rtpthlp =   -2.0124611797498108E-004
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 7:
 wm =   0.20000000000000001     
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.25000000000000000     
 rtp2 =    5.0000000000000004E-006
 thlp2 =   0.14999999999999999     
 Skw =   0.75000000000000000     
 wp3 =    9.3750000000000000E-002
 Skrt =    3.0000000000000000     
 rtp3 =    3.3541019662496846E-008
 Skthl =  -0.50000000000000000     
 thlp3 =   -2.9047375096555625E-002
 wprtp =    5.0000000000000002E-005
 wpthlp =   -5.0000000000000001E-003
 rtpthlp =   -7.7942286340599491E-004
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 8:
 wm =   -2.0000000000000000E-003
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =    4.0000000000000002E-004
 rtp2 =    1.0000000000000001E-016
 thlp2 =    1.0000000000000000E-004
 Skw =    0.0000000000000000     
 wp3 =    0.0000000000000000     
 Skrt =    0.0000000000000000     
 rtp3 =    0.0000000000000000     
 Skthl =    0.0000000000000000     
 thlp3 =    0.0000000000000000     
 wprtp =    0.0000000000000000     
 wpthlp =    0.0000000000000000     
 rtpthlp =    9.0000000000000012E-011
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 9:
 wm =    1.0000000000000000E-003
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =    4.0000000000000002E-004
 rtp2 =    1.9999999999999999E-006
 thlp2 =   0.69999999999999996     
 Skw =    0.0000000000000000     
 wp3 =    0.0000000000000000     
 Skrt =   -1.0000000000000000     
 rtp3 =   -2.8284271247461898E-009
 Skthl =   -2.0000000000000000     
 thlp3 =   -1.1713240371477056     
 wprtp =    0.0000000000000000     
 wpthlp =    0.0000000000000000     
 rtpthlp =    1.0648943609579309E-003
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 10 (randomly generated):
 Random seed values =         2026           5           8        -300           3          22           2         789
 wm =   -2.8921054012139069E-002
 rtm =    3.3466677754123457E-003
 thlm =    304.14707249084978     
 wp2 =   0.63994574722966580     
 rtp2 =    3.5712277719291909E-007
 thlp2 =   0.20893394451764269     
 Skw =   -4.4871285605809774E-002
 wp3 =   -2.2971177022221369E-002
 Skrt =    3.2110447993924609     
 rtp3 =    6.8528731063575999E-010
 Skthl =   -4.2511000205817497     
 thlp3 =  -0.40598952506292280     
 wprtp =   -2.6584087752169695E-004
 wpthlp =   0.31039783631285367     
 rtpthlp =   -2.4584183353930958E-004
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 Success!
 
 
 Performing PDF parameter values unit test
 =========================================
 
 Performing PDF parameter unit tests for the new hybrid PDF
 
 PDF parameter set 1:
 wm =   -5.0000000000000001E-003
 rtm =    4.2868400000000001E-003
 thlm =    309.13099999999997     
 wp2 =    3.3741899999999998E-002
 rtp2 =    1.1786499999999999E-006
 thlp2 =    5.9920000000000001E-002
 Skw =    8.6882480819056749     
 wp3 =    5.3850099999999998E-002
 Skrt =    1.4880899999999999     
 rtp3 =    1.9041733779221134E-009
 Skthl =   -1.4580900000000001     
 thlp3 =   -2.1386614365822010E-002
 wprtp =    2.3725400000000002E-005
 wpthlp =   -5.5512699999999996E-003
 rtpthlp =   -2.3917778634313013E-004
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 2:
 wm =    1.0000000000000000E-002
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.10000000000000001     
 rtp2 =    5.0000000000000004E-006
 thlp2 =   0.10000000000000001     
 Skw =   -4.5000000000000000     
 wp3 =  -0.14230249470757708     
 Skrt =    1.0000000000000000     
 rtp3 =    1.1180339887498949E-008
 Skthl =   -2.5000000000000000     
 thlp3 =   -7.9056941504209499E-002
 wprtp =   -5.0000000000000002E-005
 wpthlp =    5.0000000000000001E-003
 rtpthlp =   -6.3639610306789288E-004
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 3:
 wm =   -1.0000000000000000E-002
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.50000000000000000     
 rtp2 =    5.0000000000000004E-006
 thlp2 =   0.10000000000000001     
 Skw =    4.5000000000000000     
 wp3 =    1.5909902576697321     
 Skrt =    2.5000000000000000     
 rtp3 =    2.7950849718747374E-008
 Skthl =   -2.5000000000000000     
 thlp3 =   -7.9056941504209499E-002
 wprtp =    5.0000000000000002E-005
 wpthlp =   -5.0000000000000001E-003
 rtpthlp =   -6.3639610306789288E-004
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 4:
 wm =   0.10000000000000001     
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =    5.0000000000000000     
 rtp2 =    6.9999999999999999E-006
 thlp2 =    1.0000000000000000     
 Skw =    2.0000000000000000     
 wp3 =    22.360679774997898     
 Skrt =    1.5000000000000000     
 rtp3 =    2.7780388766178202E-008
 Skthl =   -1.5000000000000000     
 thlp3 =   -1.5000000000000000     
 wprtp =    5.0000000000000002E-005
 wpthlp =   -1.0000000000000000E-002
 rtpthlp =   -2.3811761799581318E-003
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 5:
 wm =   -1.0000000000000000E-003
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.29999999999999999     
 rtp2 =    1.9999999999999999E-006
 thlp2 =   0.20000000000000001     
 Skw =   -2.0000000000000000     
 wp3 =  -0.32863353450309962     
 Skrt =  -0.25000000000000000     
 rtp3 =   -7.0710678118654745E-010
 Skthl =   -3.5000000000000000     
 thlp3 =  -0.31304951684997062     
 wprtp =    5.0000000000000002E-005
 wpthlp =    5.0000000000000001E-003
 rtpthlp =    5.6920997883030825E-004
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 6:
 wm =   -1.0000000000000000E-002
 rtm =    5.0000000000000001E-003
 thlm =    305.00000000000000     
 wp2 =    1.0000000000000000     
 rtp2 =    4.9999999999999998E-007
 thlp2 =   0.10000000000000001     
 Skw =    0.0000000000000000     
 wp3 =    0.0000000000000000     
 Skrt =    0.0000000000000000     
 rtp3 =    0.0000000000000000     
 Skthl =    0.0000000000000000     
 thlp3 =    0.0000000000000000     
 wprtp =    5.0000000000000002E-005
 wpthlp =   -5.0000000000000001E-003
 rtpthlp =   -2.0124611797498108E-004
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 7:
 wm =   0.20000000000000001     
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =   0.25000000000000000     
 rtp2 =    5.0000000000000004E-006
 thlp2 =   0.14999999999999999     
 Skw =   0.75000000000000000     
 wp3 =    9.3750000000000000E-002
 Skrt =    3.0000000000000000     
 rtp3 =    3.3541019662496846E-008
 Skthl =  -0.50000000000000000     
 thlp3 =   -2.9047375096555625E-002
 wprtp =    5.0000000000000002E-005
 wpthlp =   -5.0000000000000001E-003
 rtpthlp =   -7.7942286340599491E-004
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 8:
 wm =   -2.0000000000000000E-003
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =    4.0000000000000002E-004
 rtp2 =    1.0000000000000001E-016
 thlp2 =    1.0000000000000000E-004
 Skw =    0.0000000000000000     
 wp3 =    0.0000000000000000     
 Skrt =    0.0000000000000000     
 rtp3 =    0.0000000000000000     
 Skthl =    0.0000000000000000     
 thlp3 =    0.0000000000000000     
 wprtp =    0.0000000000000000     
 wpthlp =    0.0000000000000000     
 rtpthlp =    9.0000000000000012E-011
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 9:
 wm =    1.0000000000000000E-003
 rtm =    1.0000000000000000E-002
 thlm =    305.00000000000000     
 wp2 =    4.0000000000000002E-004
 rtp2 =    1.9999999999999999E-006
 thlp2 =   0.69999999999999996     
 Skw =    0.0000000000000000     
 wp3 =    0.0000000000000000     
 Skrt =   -1.0000000000000000     
 rtp3 =   -2.8284271247461898E-009
 Skthl =   -2.0000000000000000     
 thlp3 =   -1.1713240371477056     
 wprtp =    0.0000000000000000     
 wpthlp =    0.0000000000000000     
 rtpthlp =    1.0648943609579309E-003
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 PDF parameter set 10 (randomly generated):
 Random seed values =         2026           5           8        -300           3          22           2         790
 wm =   -2.8921054012139069E-002
 rtm =    3.3466677754123387E-003
 thlm =    304.14707249084978     
 wp2 =   0.63994574727059406     
 rtp2 =    4.4940945955011565E-007
 thlp2 =   0.20888560176831639     
 Skw =  -0.34155042584919304     
 wp3 =  -0.17485158245463189     
 Skrt =    2.2267180802597650     
 rtp3 =    6.7085482829266243E-010
 Skthl =    3.4679671066633100     
 thlp3 =   0.33108364513578686     
 wprtp =   -4.0669788305189476E-004
 wpthlp =  -0.33737197891618087     
 rtpthlp =    2.7575148952051882E-004
 
 Running tests for the above parameter set for all combinations of F_w and zeta_w for the setting variable.  F_w values are 0 (or 1.0 x 10^-5), 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, and 1.  Zeta_w values are 0, -1/2, 1, -1/3, 1/2, -1/5, 1/4, -9/10, 9, -3/4, and 3.
 
 Running tests for the above parameter set for the full PDF (the setting of F and zeta values is handled internally).
 
 Success!
 

 Performing spurious source unit test
 ====================================

 Test            1
 
 Vertical integral of <rt> before advance_xm_wpxp =    28.316670259590918     
 Vertical integral of <rt> after advance_xm_wpxp =    28.454761250379875     
 Vertical integral of <rt> forcing =   -3.9696697370157397E-005
 Flux of <rt> at the surface =    5.0000000000000001E-004
 Flux of <rt> at the top of the domain =    0.0000000000000000     
 Spurious source of <rt> =    1.3037531124138191E-017
 
 The spurious source of <rt> is within acceptable limits.
 
 Vertical integral of <thl> before advance_xm_wpxp =    793918.42642888101     
 Vertical integral of <thl> after advance_xm_wpxp =    793908.03522151255     
 Vertical integral of <thl> forcing =   -4.4637357896125940E-002
 Flux of <thl> at the surface =    1.0000000000000000E-002
 Flux of <thl> at the top of the domain =    0.0000000000000000     
 Spurious source of <thl> =    1.2514503322513804E-012
 
 The spurious source of <thl> is within acceptable limits.
 
 Test            2
 
 Vertical integral of <rt> before advance_xm_wpxp =    25.922172455372511     
 Vertical integral of <rt> after advance_xm_wpxp =    26.074345395483075     
 Vertical integral of <rt> forcing =   -3.1300333395998229E-005
 Flux of <rt> at the surface =    5.3854346709788538E-004
 Flux of <rt> at the top of the domain =    0.0000000000000000     
 Spurious source of <rt> =   -7.7249404789592191E-018
 
 The spurious source of <rt> is within acceptable limits.
 
 Vertical integral of <thl> before advance_xm_wpxp =    790644.62191831041     
 Vertical integral of <thl> after advance_xm_wpxp =    790636.36147943942     
 Vertical integral of <thl> forcing =   -3.8305665577608110E-002
 Flux of <thl> at the surface =    1.0770869341957708E-002
 Flux of <thl> at the top of the domain =    0.0000000000000000     
 Spurious source of <thl> =   -9.7578195523695399E-013
 
 The spurious source of <thl> is within acceptable limits.
 
 Test            3
 
 Vertical integral of <rt> before advance_xm_wpxp =    34.256554139652060     
 Vertical integral of <rt> after advance_xm_wpxp =    34.385493012262437     
 Vertical integral of <rt> forcing =   -4.2703708845610512E-005
 Flux of <rt> at the surface =    4.7249995088020805E-004
 Flux of <rt> at the top of the domain =    0.0000000000000000     
 Spurious source of <rt> =   -8.7888138607106203E-018
 
 The spurious source of <rt> is within acceptable limits.
 
 Vertical integral of <thl> before advance_xm_wpxp =    793579.31255053927     
 Vertical integral of <thl> after advance_xm_wpxp =    793564.45893438556     
 Vertical integral of <thl> forcing =   -5.8962052863026949E-002
 Flux of <thl> at the surface =    9.4499990176041600E-003
 Flux of <thl> at the top of the domain =    0.0000000000000000     
 Spurious source of <thl> =   -2.6032648259288749E-013
 
 The spurious source of <thl> is within acceptable limits.
 
 Test            4
 
 Vertical integral of <rt> before advance_xm_wpxp =    24.074518211166517     
 Vertical integral of <rt> after advance_xm_wpxp =    24.341192095469236     
 Vertical integral of <rt> forcing =   -2.2406092547246351E-005
 Flux of <rt> at the surface =    9.1131904022300955E-004
 Flux of <rt> at the top of the domain =    0.0000000000000000     
 Spurious source of <rt> =   -3.3264677904570883E-017
 
 The spurious source of <rt> is within acceptable limits.
 
 Vertical integral of <thl> before advance_xm_wpxp =    790232.07244922942     
 Vertical integral of <thl> after advance_xm_wpxp =    790231.35079438263     
 Vertical integral of <thl> forcing =   -2.0631896961111024E-002
 Flux of <thl> at the surface =    1.8226380804460193E-002
 Flux of <thl> at the top of the domain =    0.0000000000000000     
 Spurious source of <thl> =    6.5540281535270140E-013
 
 The spurious source of <thl> is within acceptable limits.
 
 Test            5
 
 Vertical integral of <rt> before advance_xm_wpxp =    24.443394099037661     
 Vertical integral of <rt> after advance_xm_wpxp =    24.641287820981265     
 Vertical integral of <rt> forcing =   -2.8773495285362620E-005
 Flux of <rt> at the surface =    6.8841923509738710E-004
 Flux of <rt> at the top of the domain =    0.0000000000000000     
 Spurious source of <rt> =   -1.0808140406964872E-017
 
 The spurious source of <rt> is within acceptable limits.
 
 Vertical integral of <thl> before advance_xm_wpxp =    793958.23522173241     
 Vertical integral of <thl> after advance_xm_wpxp =    793953.88253209705     
 Vertical integral of <thl> forcing =   -2.8277350153976259E-002
 Flux of <thl> at the surface =    1.3768384701947743E-002
 Flux of <thl> at the top of the domain =    0.0000000000000000     
 Spurious source of <thl> =    8.3578630127867370E-013
 
 The spurious source of <thl> is within acceptable limits.
 
 Success!
 
 Running tuner tests
 -------------------
 goldstein_price pass
 rastrigin pass
 himmelblau pass
 eggholder pass
 schaffer pass
 ==================================================
  
 Performing 'mean vertical velocity in clouds' tests
  
 Success!
  
 ==================================================
  
 ==================================================
  
 Performing 'Smooth Heaviside Peskin' tests
  
 Case 1: heaviside_smth_range = 0, smooth Heaviside collapses to Heaviside
 Input:   -1.0000000000000000       -1.0000000000000000E-010   1.0000000000000000E-010   1.0000000000000000     
 Expected outcome:    0.0000000000000000        0.0000000000000000        1.0000000000000000        1.0000000000000000     
 True outcome:        0.0000000000000000        0.0000000000000000        1.0000000000000000        1.0000000000000000     
 
Case 2: heaviside_smth_range =    2.0000000000000000     
 Input:   -2.0000000001000000       -1.0000000000000000        1.0000000000000000        2.0000000001000000     
 Expected outcome:    0.0000000000000000        9.0845056908100005E-002  0.90915494309000000        1.0000000000000000     
 True outcome:        0.0000000000000000        9.0845056909999999E-002  0.90915494309000000        1.0000000000000000     
 Success!
  
 ==================================================
  
 ==================================================
  
 Performing 'Smooth Min / Max' tests
  
 Input:   -1.0000000000000000       -1.0000000000000000E-010   1.0000000000000000E-010   1.0000000000000000     
 (Simple) min:
 Expected outcome:   -1.0000000000000000       -1.0000000000000000E-010   0.0000000000000000        0.0000000000000000     
 True outcome:       -1.0000000000000000       -1.0000000000000000E-010   0.0000000000000000        0.0000000000000000      

 (Simple) max:
 Expected outcome:    0.0000000000000000        0.0000000000000000        1.0000000000000000E-010   1.0000000000000000     
 True outcome:        0.0000000000000000        0.0000000000000000        1.0000000000000000E-010   1.0000000000000000      


 Input:   -2.0000000001000000       -1.0000000000000000        1.0000000000000000        2.0000000001000000     
 Smooth min:
 Expected outcome:   -2.2247448714824141       -1.3660254037844388      -0.36602540378443871      -0.22474487138241406     
 True outcome:       -2.2247448714824136       -1.3660254037844388      -0.36602540378443871      -0.22474487138241384     
 Smooth max:
 Expected outcome:   0.22474487138241406       0.36602540378443871        1.3660254037844388        2.2247448714824141     
 True outcome:       0.22474487138241384       0.36602540378443871        1.3660254037844388        2.2247448714824136      


 Testing smooth min and max with min_max_smth_mag=1e-7, input_var1 = equidistant grid on [-1, 1), input_var2 = 0

 Input:    1.0000000000000000        10.000000000000000        100.00000000000000        1000.0000000000000     
 Smooth min:
 Expected outcome:   -1.1180339887498949       -1.0226805085936306       -1.0024751868658441       -1.0002497501874359     
 True outcome:       -1.1180339887498949       -1.0226805085936306       -1.0024751868658441       -1.0002497501874359      

 Smooth max:
 Expected outcome:    1.1180339887498949        1.0226805085936306        1.0024751868658441        1.0002497501874359     
 True outcome:        1.1180339887498949        1.0226805085936306        1.0024751868658441        1.0002497501874359      


    Fatal error in CLUBB - MPI Process   1 / Chunk index   1
Column index not available. Latitude/Longitude for column 1: ******/******
Latitude range from -90 to 90 degrees, Longitude range from -180 to 180 degrees
 Error in ADG1_w_closure: wp2 must not be less than the w tolerance value.
    Fatal error in CLUBB - MPI Process   1 / Chunk index   1
Column index not available. Latitude/Longitude for column 1: ******/******
Latitude range from -90 to 90 degrees, Longitude range from -180 to 180 degrees
 Error in ADG1_ADG2_responder_params: xp2 must not be less than its tolerance value.
 Input_var1:   -1000000.0000000000       -10000000.000000000       -100000000.00000000       -1000000000.0000000     
 Input_var2:    1.0000000000000000        10.000000000000000        100.00000000000000        1000.0000000000000     
 Smooth min:
 Expected outcome:   -1000000.0000002501       -10000000.000000026       -100000000.00000000       -1000000000.0000000     
 True outcome:       -1000000.0000002501       -10000000.000000026       -100000000.00000000       -1000000000.0000000      

 Smooth max:
 Expected outcome:    1.0000002500019036        10.000000025145710        100.00000000000000        1000.0000000000000     
 True outcome:        1.0000002500019036        10.000000025145710        100.00000000000000        1000.0000000000000      

 Input_var1:   -1000000.0000000000     
 Input_var2:    1.0000000000000000     
 Smooth min:
 Expected outcome:   -1000000.0000002501     
 True outcome:       -1000000.0000002501      

 Smooth max:
 Expected outcome:    1.0000002500019036     
 True outcome:        1.0000002500019036      

 Success!
  
 ==================================================
  
 
 ====================== Running fill holes tests ====================== 
 
 -------------- easy_fill_test --------------
 --- Testing fill type: global              ---
 --- Testing fill type: sliding_window      ---
 --- Testing fill type: widening_windows    ---
 --- Testing fill type: smart_window        ---
 --- Testing fill type: smart_window_smooth ---
 --- Testing fill type: parallel            ---
 PASS: easy_fill_test
 -----------------------------------------------
 
 -------------- below_thresh_test --------------
 --- Testing fill type: global              ---
 --- Testing fill type: sliding_window      ---
 --- Testing fill type: widening_windows    ---
 --- Testing fill type: smart_window        ---
 --- Testing fill type: smart_window_smooth ---
 --- Testing fill type: parallel            ---
 PASS: below_thresh_test
 -----------------------------------------------
 
 ====================== End fill holes tests ====================== 
 
Running /home/jenkins/workspace/clubb_G_unit_reverse_dir_grid_test/run_scripts/../install/latest/G_unit_tests ...
All tests have succeeded.
[Pipeline] }
[Pipeline] // stage
[Pipeline] stage
[Pipeline] { (Declarative: Post Actions)
[Pipeline] script
[Pipeline] {
[Pipeline] cleanWs
[WS-CLEANUP] Deleting project workspace...
[WS-CLEANUP] Deferred wipeout is used...
[WS-CLEANUP] done
[Pipeline] }
[Pipeline] // script
[Pipeline] }
[Pipeline] // stage
[Pipeline] }
[Pipeline] // withEnv
[Pipeline] }
[Pipeline] // node
[Pipeline] End of Pipeline
Finished: SUCCESS