Concise model/info / model.result for relational models

[Jammy2211]

You get the idea from these issues:

#925
#926
#930

Heres a script which runs a relational model:

https://github.com/Jammy2211/autolens_workspace/blob/release/scripts/multi/modeling/features/wavelength_dependence.py

Here is what the model.info looks like:

Total Free Parameters = 23

model                                                                           Collection (N=23)
    0                                                                           Collection (N=23)
        galaxies                                                                Collection (N=23)
            lens                                                                Galaxy (N=15)
                bulge                                                           Sersic (N=8)
                    intensity                                                   SumPrior (N=2)
                        self                                                    MultiplePrior (N=1)
                mass                                                            Isothermal (N=5)
                shear                                                           ExternalShear (N=2)
            source                                                              Galaxy (N=8)
                bulge                                                           Sersic (N=8)
                    intensity                                                   SumPrior (N=2)
                        self                                                    MultiplePrior (N=1)
    1                                                                           Collection (N=23)
        galaxies                                                                Collection (N=23)
            lens                                                                Galaxy (N=15)
                bulge                                                           Sersic (N=8)
                    intensity                                                   SumPrior (N=2)
                        self                                                    MultiplePrior (N=1)
                mass                                                            Isothermal (N=5)
                shear                                                           ExternalShear (N=2)
            source                                                              Galaxy (N=8)
                bulge                                                           Sersic (N=8)
                    intensity                                                   SumPrior (N=2)
                        self                                                    MultiplePrior (N=1)

0
    galaxies
        lens
            redshift                                                            0.5
            bulge
                centre
                    centre_0                                                    GaussianPrior [0], mean = 0.0, sigma = 0.3
                    centre_1                                                    GaussianPrior [1], mean = 0.0, sigma = 0.3
                ell_comps
                    ell_comps_0                                                 GaussianPrior [2], mean = 0.0, sigma = 0.3
                    ell_comps_1                                                 GaussianPrior [3], mean = 0.0, sigma = 0.3
                intensity
                    lens_c                                                      UniformPrior [22], lower_limit = -10.0, upper_limit = 10.0
                    self
                        wavelength                                              464
                        lens_m                                                  UniformPrior [21], lower_limit = -0.1, upper_limit = 0.1
                effective_radius                                                UniformPrior [5], lower_limit = 0.0, upper_limit = 30.0
                sersic_index                                                    UniformPrior [6], lower_limit = 0.8, upper_limit = 5.0
            mass
                centre
                    centre_0                                                    GaussianPrior [7], mean = 0.0, sigma = 0.1
                    centre_1                                                    GaussianPrior [8], mean = 0.0, sigma = 0.1
                ell_comps
                    ell_comps_0                                                 GaussianPrior [9], mean = 0.0, sigma = 0.3
                    ell_comps_1                                                 GaussianPrior [10], mean = 0.0, sigma = 0.3
                einstein_radius                                                 UniformPrior [11], lower_limit = 0.0, upper_limit = 8.0
            shear
                gamma_1                                                         UniformPrior [12], lower_limit = -0.2, upper_limit = 0.2
                gamma_2                                                         UniformPrior [13], lower_limit = -0.2, upper_limit = 0.2
        source
            redshift                                                            1.0
            bulge
                centre
                    centre_0                                                    GaussianPrior [14], mean = 0.0, sigma = 0.3
                    centre_1                                                    GaussianPrior [15], mean = 0.0, sigma = 0.3
                ell_comps
                    ell_comps_0                                                 GaussianPrior [16], mean = 0.0, sigma = 0.3
                    ell_comps_1                                                 GaussianPrior [17], mean = 0.0, sigma = 0.3
                intensity
                    source_c                                                    UniformPrior [24], lower_limit = -10.0, upper_limit = 10.0
                    self
                        wavelength                                              464
                        source_m                                                UniformPrior [23], lower_limit = -0.1, upper_limit = 0.1
                effective_radius                                                UniformPrior [19], lower_limit = 0.0, upper_limit = 30.0
                sersic_index                                                    UniformPrior [20], lower_limit = 0.8, upper_limit = 5.0
1
    galaxies
        lens
            redshift                                                            0.5
            bulge
                centre
                    centre_0                                                    GaussianPrior [0], mean = 0.0, sigma = 0.3
                    centre_1                                                    GaussianPrior [1], mean = 0.0, sigma = 0.3
                ell_comps
                    ell_comps_0                                                 GaussianPrior [2], mean = 0.0, sigma = 0.3
                    ell_comps_1                                                 GaussianPrior [3], mean = 0.0, sigma = 0.3
                intensity
                    lens_c                                                      UniformPrior [22], lower_limit = -10.0, upper_limit = 10.0
                    self
                        wavelength                                              658
                        lens_m                                                  UniformPrior [21], lower_limit = -0.1, upper_limit = 0.1
                effective_radius                                                UniformPrior [5], lower_limit = 0.0, upper_limit = 30.0
                sersic_index                                                    UniformPrior [6], lower_limit = 0.8, upper_limit = 5.0
            mass
                centre
                    centre_0                                                    GaussianPrior [7], mean = 0.0, sigma = 0.1
                    centre_1                                                    GaussianPrior [8], mean = 0.0, sigma = 0.1
                ell_comps
                    ell_comps_0                                                 GaussianPrior [9], mean = 0.0, sigma = 0.3
                    ell_comps_1                                                 GaussianPrior [10], mean = 0.0, sigma = 0.3
                einstein_radius                                                 UniformPrior [11], lower_limit = 0.0, upper_limit = 8.0
            shear
                gamma_1                                                         UniformPrior [12], lower_limit = -0.2, upper_limit = 0.2
                gamma_2                                                         UniformPrior [13], lower_limit = -0.2, upper_limit = 0.2
        source
            redshift                                                            1.0
            bulge
                centre
                    centre_0                                                    GaussianPrior [14], mean = 0.0, sigma = 0.3
                    centre_1                                                    GaussianPrior [15], mean = 0.0, sigma = 0.3
                ell_comps
                    ell_comps_0                                                 GaussianPrior [16], mean = 0.0, sigma = 0.3
                    ell_comps_1                                                 GaussianPrior [17], mean = 0.0, sigma = 0.3
                intensity
                    source_c                                                    UniformPrior [24], lower_limit = -10.0, upper_limit = 10.0
                    self
                        wavelength                                              658
                        source_m                                                UniformPrior [23], lower_limit = -0.1, upper_limit = 0.1
                effective_radius                                                UniformPrior [19], lower_limit = 0.0, upper_limit = 30.0
                sersic_index                                                    UniformPrior [20], lower_limit = 0.8, upper_limit = 5.0

Here is what the model.results looks like:

Bayesian Evidence                                                               -1624746.95432675
Maximum Log Likelihood                                                          -1624734.15071202
Maximum Log Posterior                                                           -1624731.23908322

model                                                                           Collection (N=23)
    0                                                                           Collection (N=23)
        galaxies                                                                Collection (N=23)
            lens                                                                Galaxy (N=15)
                bulge                                                           Sersic (N=8)
                    intensity                                                   SumPrior (N=2)
                        self                                                    MultiplePrior (N=1)
                mass                                                            Isothermal (N=5)
                shear                                                           ExternalShear (N=2)
            source                                                              Galaxy (N=8)
                bulge                                                           Sersic (N=8)
                    intensity                                                   SumPrior (N=2)
                        self                                                    MultiplePrior (N=1)
    1                                                                           Collection (N=23)
        galaxies                                                                Collection (N=23)
            lens                                                                Galaxy (N=15)
                bulge                                                           Sersic (N=8)
                    intensity                                                   SumPrior (N=2)
                        self                                                    MultiplePrior (N=1)
                mass                                                            Isothermal (N=5)
                shear                                                           ExternalShear (N=2)
            source                                                              Galaxy (N=8)
                bulge                                                           Sersic (N=8)
                    intensity                                                   SumPrior (N=2)
                        self                                                    MultiplePrior (N=1)

Maximum Log Likelihood Model:

1
    galaxies
        lens
            bulge
                centre
                    centre_0                                                    0.005
                    centre_1                                                    -0.106
                ell_comps
                    ell_comps_0                                                 0.041
                    ell_comps_1                                                 0.410
                effective_radius                                                0.926
                sersic_index                                                    1.327
                intensity
                    self
                        lens_m                                                  0.005
                    lens_c                                                      1.804
            mass
                centre
                    centre_0                                                    -0.040
                    centre_1                                                    0.033
                ell_comps
                    ell_comps_0                                                 -0.009
                    ell_comps_1                                                 0.131
                einstein_radius                                                 5.786
            shear
                gamma_1                                                         0.101
                gamma_2                                                         -0.069
        source
            bulge
                centre
                    centre_0                                                    -0.259
                    centre_1                                                    -0.368
                ell_comps
                    ell_comps_0                                                 0.248
                    ell_comps_1                                                 -0.194
                effective_radius                                                0.697
                sersic_index                                                    2.363
                intensity
                    self
                        source_m                                                -0.030
                    source_c                                                    2.754

 WARNING: The samples have not converged enough to compute a PDF and model errors. 
 The model below over estimates errors. 



Summary (1.0 sigma limits):

1
    galaxies
        lens
            bulge
                centre
                    centre_0                                                    0.0054 (-0.6725, 0.5170)
                    centre_1                                                    -0.1059 (-0.6539, 0.8056)
                ell_comps
                    ell_comps_0                                                 0.0413 (-0.8034, 0.7618)
                    ell_comps_1                                                 0.4105 (-0.5712, 0.9085)
                effective_radius                                                0.9263 (0.0215, 21.6129)
                sersic_index                                                    1.3269 (0.8286, 4.5588)
                intensity
                    self
                        lens_m                                                  0.0 (-0.1, 0.1)
                    lens_c                                                      1.8042 (-9.8177, 9.7379)
            mass
                centre
                    centre_0                                                    -0.0396 (-0.1951, 0.1702)
                    centre_1                                                    0.0331 (-0.1350, 0.2387)
                ell_comps
                    ell_comps_0                                                 -0.0093 (-0.6904, 0.8435)
                    ell_comps_1                                                 0.1311 (-0.5822, 0.6198)
                einstein_radius                                                 5.7859 (0.1773, 7.9742)
            shear
                gamma_1                                                         0.1015 (-0.1945, 0.1886)
                gamma_2                                                         -0.0689 (-0.1960, 0.1896)
        source
            bulge
                centre
                    centre_0                                                    -0.2588 (-0.7563, 0.9348)
                    centre_1                                                    -0.3681 (-0.7200, 0.9345)
                ell_comps
                    ell_comps_0                                                 0.2477 (-0.5623, 0.5847)
                    ell_comps_1                                                 -0.1940 (-0.6462, 0.6469)
                effective_radius                                                0.6968 (0.0055, 18.2304)
                sersic_index                                                    2.3634 (0.8211, 4.9060)
                intensity
                    self
                        source_m                                                -0.0 (-0.1, 0.1)
                    source_c                                                    2.7541 (-9.1619, 9.3511)

instances

0
    galaxies
        lens
            redshift                                                            0.5
        source
            redshift                                                            1.0
1
    galaxies
        lens
            redshift                                                            0.5
        source
            redshift                                                            1.0