OptimizationProblems.jl problem classification
It is possible to access information on the problems implemented in OptimizationProblems.jl without loading the problems using the package's own classification.
using OptimizationProblemsEach problem has its own metadata structure, and there is a global metadata structure regrouping all the information.
Problem's metadata
Each problem's metadata is accessible with OptimizationProblems.nameoftheproblem_meta and regroups in a Dict most of the essential information regarding each problem.
OptimizationProblems.AMPGO02_metaDict{Symbol, Any} with 17 entries:
:has_equalities_only => false
:origin => :unknown
:has_inequalities_only => false
:defined_everywhere => missing
:has_fixed_variables => false
:variable_ncon => false
:nvar => 1
:is_feasible => true
:minimize => true
:ncon => 0
:name => "AMPGO02"
:best_known_lower_bound => -Inf
:objtype => :other
:best_known_upper_bound => 0.839498
:has_bounds => false
:variable_nvar => false
:contype => :unconstrainedSee ? OptimizationProblems.meta for more documentation on the various entries and their default values.
This structre is completed by getters to access the number of variables, get_nameoftheproblem_nvar,the number of constraints, get_nameoftheproblem_ncon, the number of linear constraints, get_nameoftheproblem_nlin, the number of nonlinear constraints, get_nameoftheproblem_nnln, the number of equality constraints, get_nameoftheproblem_nequ, and the number of inequality constraints, get_nameoftheproblem_nineq.
OptimizationProblems.get_AMPGO02_nvar()1For scalable problems the entry :variable_nvar (and/or :variable_ncon) is set as true and one can access the number of variables by passing the parameters to the getter functions. By default, the number of variables set in the meta is obtained using OptimizationProblems.default_nvar as a parameter to define the problem.
OptimizationProblems.arglina_metaDict{Symbol, Any} with 17 entries:
:has_equalities_only => false
:origin => :unknown
:has_inequalities_only => false
:defined_everywhere => missing
:has_fixed_variables => false
:variable_ncon => false
:nvar => 100
:is_feasible => true
:minimize => true
:ncon => 0
:name => "arglina"
:best_known_lower_bound => -Inf
:objtype => :least_squares
:best_known_upper_bound => 500.0
:has_bounds => false
:variable_nvar => true
:contype => :unconstrainedOptimizationProblems.get_arglina_nvar(n = 10)10OptimizationProblems.PureJuMP.arglina(n = 10)A JuMP Model
├ solver: none
├ objective_sense: MIN_SENSE
│ └ objective_function_type: JuMP.QuadExpr
├ num_variables: 10
├ num_constraints: 0
└ Names registered in the model
└ :xGlobal meta
This package collects all the metadata in a single DataFrame.
OptimizationProblems.meta| Row | nvar | variable_nvar | ncon | variable_ncon | minimize | name | has_equalities_only | has_inequalities_only | has_bounds | has_fixed_variables | objtype | contype | best_known_lower_bound | best_known_upper_bound | is_feasible | defined_everywhere | origin |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Int64 | Bool | Int64 | Bool | Bool | String | Bool | Bool | Bool | Bool | Symbol | Symbol | Real | Real | Bool? | Bool? | Symbol | |
| 1 | 1 | false | 0 | false | true | AMPGO02 | false | false | false | false | other | unconstrained | -Inf | 0.839498 | true | missing | unknown |
| 2 | 1 | false | 0 | false | true | AMPGO03 | false | false | false | false | other | unconstrained | -Inf | 2.88961 | true | missing | unknown |
| 3 | 1 | false | 0 | false | true | AMPGO04 | false | false | false | false | other | unconstrained | -Inf | -2.5666 | true | missing | unknown |
| 4 | 1 | false | 0 | false | true | AMPGO05 | false | false | false | false | other | unconstrained | -Inf | -0.0 | true | missing | unknown |
| 5 | 1 | false | 0 | false | true | AMPGO06 | false | false | false | false | other | unconstrained | -Inf | 3.5177e-43 | true | missing | unknown |
| 6 | 1 | false | 0 | false | true | AMPGO07 | false | false | false | false | other | unconstrained | -Inf | 2.56475 | true | missing | unknown |
| 7 | 1 | false | 0 | false | true | AMPGO08 | false | false | false | false | other | unconstrained | -Inf | -2.0928 | true | missing | unknown |
| 8 | 1 | false | 0 | false | true | AMPGO09 | false | false | false | false | other | unconstrained | -Inf | 0.921136 | true | missing | unknown |
| 9 | 1 | false | 0 | false | true | AMPGO10 | false | false | false | false | other | unconstrained | -Inf | -0.0 | true | missing | unknown |
| 10 | 1 | false | 0 | false | true | AMPGO11 | false | false | false | false | other | unconstrained | -Inf | -1.0 | true | missing | unknown |
| 11 | 1 | false | 0 | false | true | AMPGO12 | false | false | false | false | other | unconstrained | -Inf | 1.0 | true | missing | unknown |
| 12 | 1 | false | 0 | false | true | AMPGO13 | false | false | false | false | other | unconstrained | -1.5874 | -1.5874 | true | missing | unknown |
| 13 | 1 | false | 0 | false | true | AMPGO14 | false | false | false | false | other | unconstrained | -Inf | -0.0 | true | missing | unknown |
| 14 | 1 | false | 0 | false | true | AMPGO15 | false | false | false | false | other | unconstrained | -Inf | 2.15385 | true | missing | unknown |
| 15 | 1 | false | 0 | false | true | AMPGO18 | false | false | false | false | other | unconstrained | -Inf | 4.0 | true | missing | unknown |
| 16 | 1 | false | 0 | false | true | AMPGO20 | false | false | false | false | other | unconstrained | -Inf | 3.92246e-43 | true | missing | unknown |
| 17 | 1 | false | 0 | false | true | AMPGO21 | false | false | false | false | other | unconstrained | -Inf | 0.0 | true | missing | unknown |
| 18 | 1 | false | 0 | false | true | AMPGO22 | false | false | false | false | other | unconstrained | -Inf | 1.0 | true | missing | unknown |
| 19 | 3 | false | 1 | false | true | BOX2 | true | false | false | false | other | linear | -Inf | 0.942284 | true | missing | unknown |
| 20 | 3 | false | 0 | false | true | BOX3 | false | false | false | false | other | unconstrained | -Inf | 662.868 | true | missing | unknown |
| 21 | 1 | false | 0 | false | true | Dus2_1 | false | false | false | false | other | unconstrained | -Inf | 7.38906 | true | missing | unknown |
| 22 | 1 | false | 0 | false | true | Dus2_3 | false | false | false | false | other | unconstrained | -Inf | 0.972973 | true | missing | unknown |
| 23 | 1 | false | 0 | false | true | Dus2_9 | false | false | false | false | other | unconstrained | -Inf | 1.0 | true | missing | unknown |
| 24 | 1 | false | 0 | false | true | Duscube | false | false | false | false | other | unconstrained | -Inf | -108.0 | true | missing | unknown |
| 25 | 91 | true | 0 | false | true | NZF1 | false | false | false | false | least_squares | unconstrained | -Inf | 34698.4 | true | missing | unknown |
| 26 | 1 | false | 0 | false | true | Shpak1 | false | false | false | false | other | unconstrained | -Inf | 0.839498 | true | missing | unknown |
| 27 | 1 | false | 0 | false | true | Shpak2 | false | false | false | false | other | unconstrained | -Inf | -0.747036 | true | missing | unknown |
| 28 | 1 | false | 0 | false | true | Shpak3 | false | false | false | false | other | unconstrained | -Inf | 2.63055 | true | missing | unknown |
| 29 | 1 | false | 0 | false | true | Shpak4 | false | false | false | false | other | unconstrained | -Inf | -0.677439 | true | missing | unknown |
| 30 | 1 | false | 0 | false | true | Shpak5 | false | false | false | false | other | unconstrained | -Inf | -1.00842 | true | missing | unknown |
| 31 | 1 | false | 0 | false | true | Shpak6 | false | false | false | false | other | unconstrained | -Inf | -1.25667 | true | missing | unknown |
| 32 | 8 | false | 5 | false | true | aircrfta | true | false | true | true | other | general | -Inf | 0 | true | missing | unknown |
| 33 | 4 | false | 3 | false | true | allinit | false | false | false | false | other | linear | -Inf | Inf | missing | missing | unknown |
| 34 | 4 | false | 4 | false | true | allinitc | false | false | false | false | other | general | -Inf | Inf | missing | missing | unknown |
| 35 | 4 | false | 0 | false | true | allinitu | false | false | false | false | other | unconstrained | -Inf | 13.0 | true | missing | unknown |
| 36 | 2 | false | 3 | false | true | alsotame | false | false | false | false | other | general | -Inf | Inf | missing | missing | unknown |
| 37 | 3 | false | 15 | false | true | argauss | true | false | false | false | other | general | -Inf | Inf | missing | missing | unknown |
| 38 | 100 | true | 0 | false | true | arglina | false | false | false | false | least_squares | unconstrained | -Inf | 500.0 | true | missing | unknown |
| 39 | 100 | true | 0 | false | true | arglinb | false | false | false | false | least_squares | unconstrained | -Inf | 6.85174e13 | true | missing | unknown |
| 40 | 100 | true | 0 | false | true | arglinc | false | false | false | false | other | unconstrained | -Inf | 6.38544e13 | true | missing | unknown |
| 41 | 100 | true | 0 | false | true | argtrig | false | false | false | false | other | unconstrained | -Inf | 0.0 | true | missing | unknown |
| 42 | 100 | true | 0 | false | true | arwhead | false | false | false | false | other | unconstrained | -Inf | 297.0 | true | missing | unknown |
| 43 | 100 | true | 0 | false | true | auglag | false | false | false | false | other | unconstrained | -Inf | Inf | missing | missing | literature |
| 44 | 49 | false | 15 | false | true | avion2 | true | false | true | false | least_squares | linear | -Inf | Inf | missing | missing | unknown |
| 45 | 3 | false | 0 | false | true | bard | false | false | false | false | least_squares | unconstrained | -Inf | 500.0 | true | missing | unknown |
| 46 | 100 | true | 0 | false | true | bdqrtic | false | false | false | false | least_squares | unconstrained | -Inf | 21696.0 | true | missing | unknown |
| 47 | 2 | false | 0 | false | true | beale | false | false | false | false | least_squares | unconstrained | -Inf | 14.2031 | true | missing | unknown |
| 48 | 100 | true | 0 | false | true | bearing | false | false | true | true | other | unconstrained | -Inf | 15.0662 | true | missing | unknown |
| 49 | 3 | false | 0 | false | true | bennett5 | false | false | false | false | least_squares | unconstrained | -Inf | 500.0 | true | missing | unknown |
| 50 | 6 | false | 0 | false | true | biggs5 | false | false | true | true | other | unconstrained | -Inf | -3.15621 | true | missing | unknown |
| 51 | 6 | false | 0 | false | true | biggs6 | false | false | false | false | other | unconstrained | -Inf | -3.15621 | true | missing | unknown |
| 52 | 2 | false | 2 | false | true | booth | true | false | false | false | other | linear | -Inf | Inf | missing | missing | unknown |
| 53 | 2 | false | 0 | false | true | boxbod | false | false | false | false | least_squares | unconstrained | -Inf | 500.0 | true | missing | unknown |
| 54 | 1 | false | 1 | false | true | bqp1var | false | true | false | false | other | linear | -Inf | 0.3125 | true | missing | unknown |
| 55 | 450 | false | 360 | false | true | britgas | true | false | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 56 | 100 | true | 0 | false | true | brownal | false | false | false | false | least_squares | unconstrained | -Inf | 0.0 | true | missing | unknown |
| 57 | 2 | false | 0 | false | true | brownbs | false | false | false | false | least_squares | unconstrained | -Inf | 9.99998e11 | true | missing | unknown |
| 58 | 4 | false | 0 | false | true | brownden | false | false | false | false | least_squares | unconstrained | -Inf | 7.92669e6 | true | missing | unknown |
| 59 | 100 | true | 0 | false | true | browngen1 | false | false | false | false | other | unconstrained | -Inf | Inf | missing | missing | literature |
| 60 | 100 | true | 0 | false | true | browngen2 | false | false | false | false | other | unconstrained | -Inf | Inf | missing | missing | literature |
| 61 | 100 | true | 0 | false | true | broyden3d | false | false | false | false | least_squares | unconstrained | -Inf | 0.0 | true | missing | unknown |
| 62 | 100 | true | 0 | false | true | broyden7d | false | false | false | false | least_squares | unconstrained | -Inf | Inf | missing | missing | literature |
| 63 | 100 | true | 0 | false | true | broydn7d | false | false | false | false | other | unconstrained | -Inf | 274.204 | true | missing | unknown |
| 64 | 100 | true | 0 | false | true | brybnd | false | false | false | false | least_squares | unconstrained | -Inf | 3600.0 | true | missing | unknown |
| 65 | 2 | false | 1 | false | true | bt1 | true | false | false | false | other | general | -Inf | Inf | missing | missing | unknown |
| 66 | 100 | true | 203 | true | true | camshape | false | true | true | false | other | quadratic | -Inf | Inf | missing | missing | unknown |
| 67 | 99 | true | 32 | true | true | catenary | true | false | true | true | linear | quadratic | -Inf | Inf | missing | missing | academic |
| 68 | 100 | true | 77 | true | true | chain | true | false | false | false | other | general | -Inf | Inf | missing | missing | unknown |
| 69 | 100 | true | 0 | false | true | chainwoo | false | false | false | false | least_squares | unconstrained | -Inf | 3.71954e5 | true | missing | unknown |
| 70 | 96 | true | 96 | true | true | channel | true | false | false | false | other | general | -Inf | Inf | missing | missing | unknown |
| 71 | 100 | true | 0 | false | true | chnrosnb_mod | false | false | false | false | other | unconstrained | -Inf | 17637.9 | true | missing | unknown |
| 72 | 3 | false | 0 | false | true | chwirut1 | false | false | false | false | least_squares | unconstrained | -Inf | 500.0 | true | missing | unknown |
| 73 | 3 | false | 0 | false | true | chwirut2 | false | false | false | false | least_squares | unconstrained | -Inf | 500.0 | true | missing | unknown |
| 74 | 2 | false | 0 | false | true | cliff | false | false | false | false | other | unconstrained | -Inf | 4.85165e8 | true | missing | unknown |
| 75 | 99 | true | 64 | true | true | clnlbeam | true | false | true | false | other | general | -Inf | 350.0 | true | missing | unknown |
| 76 | 100 | true | 0 | false | true | clplatea | false | false | false | false | other | unconstrained | -Inf | 0.0 | true | missing | unknown |
| 77 | 100 | true | 0 | false | true | clplateb | false | false | false | false | other | unconstrained | -Inf | 0.0 | true | missing | unknown |
| 78 | 100 | true | 0 | false | true | clplatec | false | false | false | false | other | unconstrained | -Inf | 0.0 | true | missing | unknown |
| 79 | 100 | true | 50 | true | true | controlinvestment | true | false | true | false | other | general | -Inf | -0.98 | true | missing | unknown |
| 80 | 100 | true | 0 | false | true | cosine | false | false | false | false | other | unconstrained | -Inf | 86.8807 | true | missing | unknown |
| 81 | 100 | true | 0 | false | true | cragglvy | false | false | false | false | other | unconstrained | -Inf | 52823.1 | true | missing | unknown |
| 82 | 100 | true | 0 | false | true | cragglvy2 | false | false | false | false | least_squares | unconstrained | -Inf | 52823.1 | true | missing | unknown |
| 83 | 100 | true | 0 | false | true | curly | false | false | false | false | other | unconstrained | -Inf | -0.00623722 | true | missing | unknown |
| 84 | 100 | true | 0 | false | true | curly10 | false | false | false | false | other | unconstrained | -Inf | -0.00623722 | true | missing | unknown |
| 85 | 100 | true | 0 | false | true | curly20 | false | false | false | false | other | unconstrained | -Inf | -0.0129654 | true | missing | unknown |
| 86 | 100 | true | 0 | false | true | curly30 | false | false | false | false | other | unconstrained | -Inf | -0.020383 | true | missing | unknown |
| 87 | 2 | false | 0 | false | true | danwood | false | false | false | false | least_squares | unconstrained | -Inf | 500.0 | true | missing | unknown |
| 88 | 99 | true | 0 | false | true | dixmaane | false | false | false | false | other | unconstrained | -Inf | 731.833 | true | missing | unknown |
| 89 | 99 | true | 0 | false | true | dixmaanf | false | false | false | false | other | unconstrained | -Inf | 1348.42 | true | missing | unknown |
| 90 | 99 | true | 0 | false | true | dixmaang | false | false | false | false | other | unconstrained | -Inf | 2495.83 | true | missing | unknown |
| 91 | 99 | true | 0 | false | true | dixmaanh | false | false | false | false | other | unconstrained | -Inf | 4974.25 | true | missing | unknown |
| 92 | 99 | true | 0 | false | true | dixmaani | false | false | false | false | other | unconstrained | -Inf | 663.646 | true | missing | unknown |
| 93 | 99 | true | 0 | false | true | dixmaanj | false | false | false | false | other | unconstrained | -Inf | 1281.33 | true | missing | unknown |
| 94 | 99 | true | 0 | false | true | dixmaank | false | false | false | false | other | unconstrained | -Inf | 2427.65 | true | missing | unknown |
| 95 | 99 | true | 0 | false | true | dixmaanl | false | false | false | false | other | unconstrained | -Inf | 4903.7 | true | missing | unknown |
| 96 | 99 | true | 0 | false | true | dixmaanm | false | false | false | false | other | unconstrained | -Inf | 314.313 | true | missing | unknown |
| 97 | 99 | true | 0 | false | true | dixmaann | false | false | false | false | other | unconstrained | -Inf | 665.66 | true | missing | unknown |
| 98 | 99 | true | 0 | false | true | dixmaano | false | false | false | false | other | unconstrained | -Inf | 1196.31 | true | missing | unknown |
| 99 | 99 | true | 0 | false | true | dixmaanp | false | false | false | false | other | unconstrained | -Inf | 2342.52 | true | missing | unknown |
| 100 | 100 | true | 0 | false | true | dixon3dq | false | false | false | false | least_squares | unconstrained | -Inf | 8.0 | true | missing | unknown |
| 101 | 100 | true | 0 | false | true | dqdrtic | false | false | false | false | other | unconstrained | -Inf | 177282.0 | true | missing | unknown |
| 102 | 100 | true | 0 | false | true | dqrtic | false | false | false | false | other | unconstrained | -Inf | 1.85427e9 | true | missing | unknown |
| 103 | 3 | false | 0 | false | true | eckerle4 | false | false | false | false | least_squares | unconstrained | -Inf | 500.0 | true | missing | unknown |
| 104 | 100 | true | 0 | false | true | edensch | false | false | false | false | other | unconstrained | -Inf | 1699.0 | true | missing | unknown |
| 105 | 100 | true | 0 | false | true | eg2 | false | false | false | false | other | unconstrained | -Inf | -83.3056 | true | missing | unknown |
| 106 | 99 | true | 33 | true | true | elec | true | false | false | false | other | quadratic | -Inf | Inf | missing | missing | unknown |
| 107 | 100 | true | 0 | false | true | engval1 | false | false | false | false | other | unconstrained | -Inf | 5841.0 | true | missing | unknown |
| 108 | 9 | false | 0 | false | true | enso | false | false | false | false | least_squares | unconstrained | -Inf | 500.0 | true | missing | unknown |
| 109 | 100 | true | 0 | false | true | errinros_mod | false | false | false | false | least_squares | unconstrained | -Inf | 3.13991e5 | true | missing | unknown |
| 110 | 100 | true | 0 | false | true | extrosnb | false | false | false | false | other | unconstrained | -Inf | 39604.0 | true | missing | unknown |
| 111 | 100 | true | 0 | false | true | fletcbv2 | false | false | false | false | other | unconstrained | -Inf | -0.513108 | true | missing | unknown |
| 112 | 100 | true | 0 | false | true | fletcbv3_mod | false | false | false | false | other | unconstrained | -Inf | -0.0187925 | true | missing | unknown |
| 113 | 100 | true | 0 | false | true | fletchcr | false | false | false | false | other | unconstrained | -Inf | 9900.0 | true | missing | unknown |
| 114 | 100 | false | 0 | false | true | fminsrf2 | false | false | false | false | other | unconstrained | -Inf | 2504.27 | true | missing | unknown |
| 115 | 100 | true | 0 | false | true | freuroth | false | false | false | false | least_squares | unconstrained | -Inf | 99556.5 | true | missing | unknown |
| 116 | 8 | false | 0 | false | true | gauss1 | false | false | false | false | least_squares | unconstrained | -Inf | 500.0 | true | missing | unknown |
| 117 | 8 | false | 0 | false | true | gauss2 | false | false | false | false | least_squares | unconstrained | -Inf | 500.0 | true | missing | unknown |
| 118 | 8 | false | 0 | false | true | gauss3 | false | false | false | false | least_squares | unconstrained | -Inf | 500.0 | true | missing | unknown |
| 119 | 3 | false | 0 | false | true | gaussian | false | false | false | false | least_squares | unconstrained | -Inf | 3.88811e-6 | true | missing | unknown |
| 120 | 100 | true | 0 | false | true | genbroydenb | false | false | false | false | least_squares | unconstrained | -Inf | Inf | missing | missing | literature |
| 121 | 100 | true | 0 | false | true | genbroydentri | false | false | false | false | least_squares | unconstrained | -Inf | Inf | missing | missing | literature |
| 122 | 100 | true | 0 | false | true | genhumps | false | false | false | false | other | unconstrained | -Inf | 2.53684e6 | true | missing | unknown |
| 123 | 100 | true | 0 | false | true | genrose | false | false | false | false | least_squares | unconstrained | -Inf | 405.106 | true | missing | unknown |
| 124 | 100 | true | 0 | false | true | genrose_nash | false | false | false | false | other | unconstrained | -Inf | 404.126 | true | missing | unknown |
| 125 | 3 | false | 0 | false | true | gulf | false | false | false | false | least_squares | unconstrained | -Inf | 0.0 | true | false | real |
| 126 | 7 | false | 0 | false | true | hahn1 | false | false | false | false | least_squares | unconstrained | -Inf | 500.0 | true | missing | unknown |
| 127 | 3 | false | 0 | false | true | helical | false | false | false | false | other | unconstrained | -Inf | 0.0 | true | missing | unknown |
| 128 | 98 | true | 68 | true | true | hovercraft1d | true | false | false | false | least_squares | linear | -Inf | Inf | missing | missing | unknown |
| 129 | 2 | false | 0 | false | true | hs1 | false | false | true | false | other | unconstrained | -Inf | 909.0 | true | missing | unknown |
| 130 | 2 | false | 1 | false | true | hs10 | false | true | false | false | other | general | -Inf | Inf | missing | missing | unknown |
| 131 | 7 | false | 4 | false | true | hs100 | false | true | false | false | other | general | -Inf | 714.0 | true | missing | unknown |
| 132 | 7 | false | 5 | false | true | hs101 | false | true | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 133 | 7 | false | 5 | false | true | hs102 | false | true | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 134 | 7 | false | 5 | false | true | hs103 | false | true | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 135 | 8 | false | 5 | false | true | hs104 | false | true | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 136 | 8 | false | 1 | false | true | hs105 | false | true | true | false | other | linear | -Inf | Inf | missing | missing | unknown |
| 137 | 8 | false | 6 | false | true | hs106 | false | true | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 138 | 9 | false | 6 | false | true | hs107 | true | false | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 139 | 9 | false | 12 | false | true | hs108 | false | true | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 140 | 9 | false | 9 | false | true | hs109 | false | false | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 141 | 2 | false | 1 | false | true | hs11 | false | true | false | false | other | general | -Inf | Inf | missing | missing | unknown |
| 142 | 10 | false | 0 | false | true | hs110 | false | false | true | false | other | unconstrained | -Inf | -43.1343 | true | missing | unknown |
| 143 | 10 | false | 3 | false | true | hs111 | true | false | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 144 | 10 | false | 3 | false | true | hs112 | true | false | true | false | other | linear | -Inf | Inf | missing | missing | unknown |
| 145 | 10 | false | 8 | false | true | hs113 | false | true | false | false | other | general | -Inf | 753.0 | true | missing | unknown |
| 146 | 10 | false | 11 | false | true | hs114 | false | false | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 147 | 13 | false | 15 | false | true | hs116 | false | true | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 148 | 15 | false | 5 | false | true | hs117 | false | true | true | false | other | general | -Inf | 2400.11 | true | missing | unknown |
| 149 | 15 | false | 17 | false | true | hs118 | false | true | true | false | other | linear | -Inf | 942.716 | true | missing | unknown |
| 150 | 16 | false | 8 | false | true | hs119 | true | false | true | false | other | linear | -Inf | Inf | missing | missing | unknown |
| 151 | 2 | false | 1 | false | true | hs12 | false | true | false | false | other | general | -Inf | 0.0 | true | missing | unknown |
| 152 | 2 | false | 1 | false | true | hs13 | false | true | true | false | least_squares | general | -Inf | Inf | missing | missing | unknown |
| 153 | 2 | false | 2 | false | true | hs14 | false | false | false | false | least_squares | general | -Inf | Inf | missing | missing | unknown |
| 154 | 2 | false | 2 | false | true | hs15 | false | true | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 155 | 2 | false | 2 | false | true | hs16 | false | true | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 156 | 2 | false | 2 | false | true | hs17 | false | true | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 157 | 2 | false | 2 | false | true | hs18 | false | true | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 158 | 2 | false | 2 | false | true | hs19 | false | true | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 159 | 2 | false | 0 | false | true | hs2 | false | false | true | false | other | unconstrained | -Inf | 909.0 | true | missing | unknown |
| 160 | 2 | false | 3 | false | true | hs20 | false | true | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 161 | 2 | false | 0 | false | true | hs201 | false | false | false | false | other | unconstrained | -Inf | 45.0 | true | missing | unknown |
| 162 | 2 | false | 1 | false | true | hs21 | false | true | true | false | other | linear | -Inf | Inf | missing | missing | unknown |
| 163 | 2 | false | 0 | false | true | hs211 | false | false | false | false | other | unconstrained | -Inf | 750.0 | true | missing | unknown |
| 164 | 4 | false | 2 | false | true | hs219 | true | false | false | false | linear | general | -1.0 | -1.0 | true | true | unknown |
| 165 | 2 | false | 2 | false | true | hs22 | false | true | false | false | least_squares | general | -Inf | Inf | missing | missing | unknown |
| 166 | 2 | false | 1 | false | true | hs220 | true | false | true | false | other | general | 1 | 25000 | true | missing | unknown |
| 167 | 2 | false | 1 | false | true | hs221 | false | true | true | false | other | general | -1 | -0.25 | true | missing | unknown |
| 168 | 2 | false | 1 | false | true | hs222 | false | true | true | false | other | general | -1.5 | -1.3 | true | missing | unknown |
| 169 | 2 | false | 2 | false | true | hs223 | false | true | true | false | other | general | -0.834032 | -0.1 | true | missing | unknown |
| 170 | 2 | false | 4 | false | true | hs224 | false | true | true | false | other | linear | -304 | -304 | true | missing | unknown |
| 171 | 2 | false | 5 | false | true | hs225 | false | true | false | false | other | general | 2 | 2 | true | missing | unknown |
| 172 | 2 | false | 2 | false | true | hs226 | false | true | true | false | other | general | -0.5 | -0.5 | true | missing | unknown |
| 173 | 2 | false | 2 | false | true | hs227 | false | true | false | false | other | general | 1 | 1 | true | missing | unknown |
| 174 | 2 | false | 2 | false | true | hs228 | false | true | false | false | other | general | -3 | -3 | true | missing | unknown |
| 175 | 2 | false | 0 | false | true | hs229 | false | false | true | false | other | unconstrained | 0 | 0 | true | missing | unknown |
| 176 | 2 | false | 5 | false | true | hs23 | false | true | true | false | least_squares | general | -Inf | Inf | missing | missing | unknown |
| 177 | 2 | false | 2 | false | true | hs230 | false | true | false | false | other | general | 0.375 | 0.375 | true | missing | unknown |
| 178 | 2 | false | 2 | false | true | hs231 | false | true | false | false | other | linear | 0 | 0 | true | missing | unknown |
| 179 | 2 | false | 3 | false | true | hs232 | false | true | true | false | other | linear | -1 | -1 | true | missing | unknown |
| 180 | 2 | false | 1 | false | true | hs233 | false | true | false | false | other | general | 0 | 0 | true | missing | unknown |
| 181 | 2 | false | 1 | false | true | hs234 | false | true | true | false | other | general | -0.8 | -0.8 | true | missing | unknown |
| 182 | 3 | false | 1 | false | true | hs235 | true | false | false | false | other | general | 0.04 | 0.04 | true | missing | unknown |
| 183 | 2 | false | 2 | false | true | hs236 | false | true | true | false | other | general | -58.9034 | -58.9034 | true | missing | unknown |
| 184 | 2 | false | 3 | false | true | hs237 | false | true | true | false | other | general | -58.9034 | -58.9034 | true | missing | unknown |
| 185 | 2 | false | 3 | false | true | hs238 | false | true | true | false | other | general | -58.9034 | -58.9034 | true | missing | unknown |
| 186 | 2 | false | 1 | false | true | hs239 | false | true | true | false | other | general | -58.9034 | -58.9034 | true | missing | unknown |
| 187 | 2 | false | 2 | false | true | hs24 | false | true | true | false | other | linear | -Inf | -0.0133646 | true | missing | unknown |
| 188 | 3 | false | 0 | false | true | hs240 | false | false | false | false | other | unconstrained | 0 | 0 | true | missing | unknown |
| 189 | 3 | false | 0 | false | true | hs241 | false | false | false | false | other | unconstrained | 0 | 0 | true | missing | unknown |
| 190 | 3 | false | 0 | false | true | hs242 | false | false | true | false | other | unconstrained | 0 | 0 | true | missing | unknown |
| 191 | 3 | false | 0 | false | true | hs243 | false | false | false | false | other | unconstrained | 0.7966 | 0.7966 | true | missing | unknown |
| 192 | 3 | false | 0 | false | true | hs244 | false | false | false | false | other | unconstrained | 0 | 0 | true | missing | unknown |
| 193 | 3 | false | 0 | false | true | hs245 | false | false | false | false | other | unconstrained | 0 | 0 | true | missing | unknown |
| 194 | 3 | false | 0 | false | true | hs246 | false | false | false | false | other | unconstrained | 0 | 0 | true | missing | unknown |
| 195 | 3 | false | 2 | false | true | hs248 | false | false | false | false | other | general | -0.8 | -0.8 | true | missing | unknown |
| 196 | 3 | false | 1 | false | true | hs249 | false | true | true | false | other | general | 1 | 1 | true | missing | unknown |
| 197 | 3 | false | 0 | false | true | hs25 | false | false | true | false | other | unconstrained | -Inf | 32.835 | true | missing | unknown |
| 198 | 3 | false | 2 | false | true | hs250 | false | true | true | false | other | linear | -3300 | -3300 | true | missing | unknown |
| 199 | 3 | false | 1 | false | true | hs251 | false | true | true | false | other | linear | -3456 | -3456 | true | missing | unknown |
| 200 | 3 | false | 1 | false | true | hs252 | true | false | false | false | other | general | 0.04 | 0.04 | true | missing | unknown |
| 201 | 3 | false | 1 | false | true | hs253 | false | true | true | false | other | linear | 87.3794 | 87.3794 | true | missing | unknown |
| 202 | 3 | false | 2 | false | true | hs254 | true | false | true | false | other | general | -1.73205 | -1.73205 | true | missing | unknown |
| 203 | 4 | false | 0 | false | true | hs255 | false | false | false | false | other | unconstrained | 0 | 0 | true | missing | unknown |
| 204 | 4 | false | 0 | false | true | hs256 | false | false | false | false | other | unconstrained | 0 | 0 | true | missing | unknown |
| 205 | 4 | false | 0 | false | true | hs257 | false | false | true | false | other | unconstrained | 0 | 0 | true | missing | unknown |
| 206 | 4 | false | 0 | false | true | hs258 | false | false | false | false | other | unconstrained | 0 | 0 | true | missing | unknown |
| 207 | 4 | false | 0 | false | true | hs259 | false | false | false | false | other | unconstrained | 0 | 0 | true | missing | unknown |
| 208 | 3 | false | 1 | false | true | hs26 | true | false | false | false | other | general | -Inf | 21.16 | true | missing | unknown |
| 209 | 4 | false | 0 | false | true | hs260 | false | false | false | false | other | unconstrained | 0 | 0 | true | missing | unknown |
| 210 | 4 | false | 0 | false | true | hs261 | false | false | false | false | other | unconstrained | 0 | 0 | true | missing | unknown |
| 211 | 4 | false | 4 | false | true | hs262 | false | false | true | false | other | linear | -10 | -10 | true | missing | unknown |
| 212 | 4 | false | 4 | false | true | hs263 | false | false | false | false | other | general | -1 | -1 | true | missing | unknown |
| 213 | 4 | false | 3 | false | true | hs264 | false | true | false | false | other | general | -44 | -44 | true | missing | unknown |
| 214 | 4 | false | 2 | false | true | hs265 | true | false | true | false | other | linear | 0.974747 | 0.974747 | true | missing | unknown |
| 215 | 3 | false | 1 | false | true | hs27 | true | false | false | false | other | general | -Inf | Inf | missing | missing | unknown |
| 216 | 3 | false | 1 | false | true | hs28 | true | false | false | false | least_squares | linear | -Inf | 13.0 | true | missing | unknown |
| 217 | 3 | false | 1 | false | true | hs29 | false | true | false | false | other | general | -Inf | -1.0 | true | missing | unknown |
| 218 | 2 | false | 0 | false | true | hs3 | false | false | true | false | other | unconstrained | -Inf | 1.00081 | true | missing | unknown |
| 219 | 3 | false | 1 | false | true | hs30 | false | true | true | false | least_squares | general | -Inf | 3.0 | true | missing | unknown |
| 220 | 3 | false | 1 | false | true | hs31 | false | true | true | false | other | general | -Inf | 19.0 | true | missing | unknown |
| 221 | 2 | false | 1 | false | true | hs316 | true | false | false | false | quadratic | quadratic | -Inf | Inf | true | missing | academic |
| 222 | 2 | false | 1 | false | true | hs317 | true | false | false | false | quadratic | quadratic | -Inf | Inf | true | missing | academic |
| 223 | 2 | false | 1 | false | true | hs318 | true | false | false | false | quadratic | quadratic | -Inf | Inf | true | missing | academic |
| 224 | 2 | false | 1 | false | true | hs319 | true | false | false | false | quadratic | quadratic | -Inf | Inf | true | missing | academic |
| 225 | 3 | false | 2 | false | true | hs32 | false | false | true | false | other | general | -Inf | 7.2 | true | missing | unknown |
| 226 | 2 | false | 1 | false | true | hs320 | true | false | false | false | quadratic | quadratic | -Inf | Inf | true | missing | academic |
| 227 | 2 | false | 1 | false | true | hs321 | true | false | false | false | quadratic | quadratic | -Inf | Inf | true | missing | academic |
| 228 | 2 | false | 1 | false | true | hs322 | true | false | false | false | quadratic | quadratic | -Inf | Inf | true | missing | academic |
| 229 | 3 | false | 2 | false | true | hs33 | false | true | true | false | other | general | -Inf | -3.0 | true | missing | unknown |
| 230 | 3 | false | 2 | false | true | hs34 | false | true | true | false | other | general | -Inf | 0.0 | true | missing | unknown |
| 231 | 3 | false | 1 | false | true | hs35 | false | true | true | false | other | linear | -Inf | 2.25 | true | missing | unknown |
| 232 | 3 | false | 1 | false | true | hs36 | false | true | true | false | other | linear | -Inf | -1000.0 | true | missing | unknown |
| 233 | 3 | false | 1 | false | true | hs37 | false | true | true | false | other | linear | -Inf | -1000.0 | true | missing | unknown |
| 234 | 10 | false | 3 | false | true | hs378 | true | false | false | false | other | general | -Inf | Inf | true | missing | academic |
| 235 | 4 | false | 0 | false | true | hs38 | false | false | true | false | other | unconstrained | -Inf | 19192.0 | true | missing | unknown |
| 236 | 4 | false | 2 | false | true | hs39 | true | false | false | false | other | general | -Inf | Inf | missing | missing | unknown |
| 237 | 2 | false | 0 | false | true | hs4 | false | false | true | false | other | unconstrained | -Inf | 3.32357 | true | missing | unknown |
| 238 | 4 | false | 3 | false | true | hs40 | true | false | false | false | other | general | -Inf | Inf | missing | missing | unknown |
| 239 | 4 | false | 1 | false | true | hs41 | true | false | true | false | other | linear | -Inf | Inf | missing | missing | unknown |
| 240 | 4 | false | 2 | false | true | hs42 | true | false | false | false | least_squares | general | -Inf | Inf | missing | missing | unknown |
| 241 | 4 | false | 3 | false | true | hs43 | false | true | false | false | other | general | -Inf | 0.0 | true | missing | unknown |
| 242 | 4 | false | 6 | false | true | hs44 | false | true | true | false | other | linear | -Inf | 0.0 | true | missing | unknown |
| 243 | 5 | false | 0 | false | true | hs45 | false | false | true | false | other | unconstrained | -Inf | 1.73333 | true | missing | unknown |
| 244 | 5 | false | 2 | false | true | hs46 | true | false | false | false | other | general | -Inf | Inf | missing | missing | unknown |
| 245 | 5 | false | 3 | false | true | hs47 | true | false | false | false | other | general | -Inf | 20.7381 | true | missing | unknown |
| 246 | 5 | false | 2 | false | true | hs48 | true | false | false | false | least_squares | linear | -Inf | 84.0 | true | missing | unknown |
| 247 | 5 | false | 2 | false | true | hs49 | true | false | false | false | other | linear | -Inf | 266.0 | true | missing | unknown |
| 248 | 2 | false | 0 | false | true | hs5 | false | false | true | false | other | unconstrained | -Inf | 1.0 | true | missing | unknown |
| 249 | 5 | false | 3 | false | true | hs50 | true | false | false | false | other | linear | -Inf | 7516.0 | true | missing | unknown |
| 250 | 5 | false | 3 | false | true | hs51 | true | false | false | false | least_squares | linear | -Inf | 8.5 | true | missing | unknown |
| 251 | 5 | false | 3 | false | true | hs52 | true | false | false | false | least_squares | linear | -Inf | Inf | missing | missing | unknown |
| 252 | 5 | false | 3 | false | true | hs53 | true | false | true | false | least_squares | linear | -Inf | Inf | missing | missing | unknown |
| 253 | 6 | false | 1 | false | true | hs54 | true | false | true | false | other | linear | -Inf | Inf | missing | missing | unknown |
| 254 | 6 | false | 6 | false | true | hs55 | true | false | true | false | other | linear | -Inf | Inf | missing | missing | unknown |
| 255 | 7 | false | 4 | false | true | hs56 | true | false | false | false | other | general | -Inf | Inf | missing | missing | unknown |
| 256 | 2 | false | 1 | false | true | hs57 | false | true | true | false | least_squares | general | -Inf | 0.0307986 | true | missing | unknown |
| 257 | 2 | false | 3 | false | true | hs59 | false | true | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 258 | 2 | false | 1 | false | true | hs6 | true | false | false | false | least_squares | general | -Inf | Inf | missing | missing | unknown |
| 259 | 3 | false | 1 | false | true | hs60 | true | false | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 260 | 3 | false | 2 | false | true | hs61 | true | false | false | false | other | general | -Inf | Inf | missing | missing | unknown |
| 261 | 3 | false | 1 | false | true | hs62 | true | false | true | false | other | linear | -Inf | Inf | missing | missing | unknown |
| 262 | 3 | false | 2 | false | true | hs63 | true | false | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 263 | 3 | false | 1 | false | true | hs64 | false | true | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 264 | 3 | false | 1 | false | true | hs65 | false | true | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 265 | 3 | false | 2 | false | true | hs66 | false | true | true | false | other | general | -Inf | 0.58 | true | missing | unknown |
| 266 | 4 | false | 2 | false | true | hs68 | true | false | true | false | other | general | -Inf | Inf | true | missing | unknown |
| 267 | 4 | false | 2 | false | true | hs69 | true | false | true | false | other | general | -Inf | Inf | true | missing | unknown |
| 268 | 2 | false | 1 | false | true | hs7 | true | false | false | false | other | general | -Inf | Inf | missing | missing | unknown |
| 269 | 4 | false | 1 | false | true | hs70 | false | true | true | false | other | general | -Inf | 0.987859 | true | missing | unknown |
| 270 | 4 | false | 2 | false | true | hs71 | false | false | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 271 | 4 | false | 2 | false | true | hs72 | false | true | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 272 | 4 | false | 3 | false | true | hs73 | false | false | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 273 | 4 | false | 4 | false | true | hs74 | false | false | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 274 | 4 | false | 4 | false | true | hs75 | false | false | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 275 | 4 | false | 3 | false | true | hs76 | false | true | true | false | other | linear | -Inf | -1.25 | true | missing | unknown |
| 276 | 5 | false | 2 | false | true | hs77 | true | false | false | false | other | general | -Inf | Inf | missing | missing | unknown |
| 277 | 5 | false | 3 | false | true | hs78 | true | false | false | false | other | general | -Inf | Inf | missing | missing | unknown |
| 278 | 5 | false | 3 | false | true | hs79 | true | false | false | false | other | general | -Inf | Inf | missing | missing | unknown |
| 279 | 2 | false | 2 | false | true | hs8 | true | false | false | false | other | general | -Inf | Inf | missing | missing | unknown |
| 280 | 5 | false | 3 | false | true | hs80 | true | false | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 281 | 5 | false | 3 | false | true | hs81 | true | false | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 282 | 5 | false | 3 | false | true | hs83 | false | true | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 283 | 5 | false | 3 | false | true | hs84 | false | true | true | false | other | general | -Inf | -2.35124e6 | true | missing | unknown |
| 284 | 5 | false | 10 | false | true | hs86 | false | true | true | false | other | linear | -Inf | 20.0 | true | missing | unknown |
| 285 | 6 | false | 4 | false | true | hs87 | true | false | true | false | other | general | -Inf | Inf | true | missing | unknown |
| 286 | 2 | false | 1 | false | true | hs9 | true | false | false | false | other | linear | -Inf | 0.0 | true | missing | unknown |
| 287 | 6 | false | 2 | false | true | hs93 | false | true | true | false | other | general | -Inf | 137.066 | true | missing | unknown |
| 288 | 6 | false | 4 | false | true | hs95 | false | true | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 289 | 6 | false | 4 | false | true | hs96 | false | true | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 290 | 6 | false | 4 | false | true | hs97 | false | true | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 291 | 6 | false | 4 | false | true | hs98 | false | true | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 292 | 7 | false | 2 | false | true | hs99 | true | false | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 293 | 100 | true | 0 | false | true | indef_mod | false | false | false | false | other | unconstrained | -Inf | 91.6655 | true | missing | unknown |
| 294 | 100 | true | 0 | false | true | integreq | false | false | false | false | least_squares | unconstrained | -Inf | 0.0 | true | missing | unknown |
| 295 | 2 | false | 0 | false | true | jennrichsampson | false | false | false | false | least_squares | unconstrained | -Inf | 4171.31 | true | missing | unknown |
| 296 | 5 | false | 0 | false | true | kirby2 | false | false | false | false | least_squares | unconstrained | -Inf | 500.0 | true | missing | unknown |
| 297 | 4 | false | 0 | false | true | kowosb | false | false | false | false | least_squares | unconstrained | -Inf | 0.0264978 | true | missing | unknown |
| 298 | 6 | false | 0 | false | true | lanczos1 | false | false | false | false | least_squares | unconstrained | -Inf | 500.0 | true | missing | unknown |
| 299 | 6 | false | 0 | false | true | lanczos2 | false | false | false | false | least_squares | unconstrained | -Inf | 500.0 | true | missing | unknown |
| 300 | 6 | false | 0 | false | true | lanczos3 | false | false | false | false | least_squares | unconstrained | -Inf | 500.0 | true | missing | unknown |
| 301 | 100 | true | 0 | false | true | liarwhd | false | false | false | false | other | unconstrained | -Inf | 58500.0 | true | missing | unknown |
| 302 | 15 | false | 11 | false | true | lincon | false | false | false | false | other | linear | -Inf | Inf | missing | missing | unknown |
| 303 | 2 | false | 2 | false | true | linsv | false | true | false | false | other | linear | -Inf | Inf | missing | missing | unknown |
| 304 | 111 | true | 40 | true | true | marine | true | false | true | false | other | general | -Inf | Inf | missing | missing | unknown |
| 305 | 3 | false | 0 | false | true | meyer3 | false | false | false | false | least_squares | unconstrained | -Inf | 1.69361e9 | true | missing | unknown |
| 306 | 2 | false | 2 | false | true | mgh01feas | true | false | false | false | other | general | -Inf | Inf | missing | missing | unknown |
| 307 | 4 | false | 0 | false | true | mgh09 | false | false | false | false | least_squares | unconstrained | -Inf | 500.0 | true | missing | unknown |
| 308 | 3 | false | 0 | false | true | mgh10 | false | false | false | false | least_squares | unconstrained | -Inf | 500.0 | true | false | academic |
| 309 | 5 | false | 0 | false | true | mgh17 | false | false | false | false | least_squares | unconstrained | -Inf | 500.0 | true | missing | unknown |
| 310 | 2 | false | 0 | false | true | misra1a | false | false | false | false | least_squares | unconstrained | -Inf | 500.0 | true | missing | unknown |
| 311 | 2 | false | 0 | false | true | misra1b | false | false | false | false | least_squares | unconstrained | -Inf | 500.0 | true | missing | unknown |
| 312 | 2 | false | 0 | false | true | misra1c | false | false | false | false | least_squares | unconstrained | -Inf | 500.0 | true | missing | unknown |
| 313 | 2 | false | 0 | false | true | misra1d | false | false | false | false | least_squares | unconstrained | -Inf | 500.0 | true | missing | unknown |
| 314 | 100 | true | 0 | false | true | morebv | false | false | false | false | least_squares | unconstrained | -Inf | 0.500942 | true | missing | unknown |
| 315 | 2 | false | 0 | false | true | nasty | false | false | false | false | other | unconstrained | -Inf | 0.5 | true | missing | unknown |
| 316 | 100 | true | 0 | false | true | nazareth | false | false | false | false | least_squares | unconstrained | -Inf | Inf | missing | missing | literature |
| 317 | 100 | true | 0 | false | true | ncb20 | false | false | false | false | other | unconstrained | -Inf | 182.002 | true | missing | unknown |
| 318 | 100 | true | 0 | false | true | ncb20b | false | false | false | false | other | unconstrained | -Inf | 200.0 | true | missing | unknown |
| 319 | 3 | false | 0 | false | true | nelson | false | false | false | false | least_squares | unconstrained | -Inf | 500.0 | true | false | real |
| 320 | 100 | true | 0 | false | true | noncvxu2 | false | false | false | false | other | unconstrained | -Inf | 2.63975e6 | true | missing | unknown |
| 321 | 100 | true | 0 | false | true | noncvxun | false | false | false | false | other | unconstrained | -Inf | 2.72701e6 | true | missing | unknown |
| 322 | 100 | true | 0 | false | true | nondia | false | false | false | false | other | unconstrained | -Inf | 39604.0 | true | missing | unknown |
| 323 | 100 | true | 0 | false | true | nondquar | false | false | false | false | other | unconstrained | -Inf | 106.0 | true | missing | unknown |
| 324 | 5 | false | 0 | false | true | osborne1 | false | false | false | false | least_squares | unconstrained | -Inf | 7.06876 | true | missing | unknown |
| 325 | 11 | false | 0 | false | true | osborne2 | false | false | false | false | least_squares | unconstrained | -Inf | 2.09342 | true | missing | unknown |
| 326 | 8 | false | 0 | false | true | palmer1c | false | false | false | false | least_squares | unconstrained | -Inf | 3.45295e8 | true | missing | unknown |
| 327 | 7 | false | 0 | false | true | palmer1d | false | false | false | false | least_squares | unconstrained | -Inf | 2.87266e7 | true | missing | unknown |
| 328 | 8 | false | 0 | false | true | palmer2c | false | false | false | false | least_squares | unconstrained | -Inf | 2.6894e7 | true | missing | unknown |
| 329 | 8 | false | 0 | false | true | palmer3c | false | false | false | false | least_squares | unconstrained | -Inf | 8.12197e6 | true | missing | unknown |
| 330 | 8 | false | 0 | false | true | palmer4c | false | false | false | false | least_squares | unconstrained | -Inf | 8.09445e6 | true | missing | unknown |
| 331 | 6 | false | 0 | false | true | palmer5c | false | false | false | false | least_squares | unconstrained | -Inf | 25495.0 | true | missing | unknown |
| 332 | 4 | false | 0 | false | true | palmer5d | false | false | false | false | least_squares | unconstrained | -Inf | 22262.6 | true | missing | unknown |
| 333 | 8 | false | 0 | false | true | palmer6c | false | false | false | false | least_squares | unconstrained | -Inf | 7.72166e5 | true | missing | unknown |
| 334 | 8 | false | 0 | false | true | palmer7c | false | false | false | false | least_squares | unconstrained | -Inf | 3.20513e6 | true | missing | unknown |
| 335 | 8 | false | 0 | false | true | palmer8c | false | false | false | false | least_squares | unconstrained | -Inf | 850271.0 | true | missing | unknown |
| 336 | 100 | true | 0 | false | true | penalty1 | false | false | false | false | least_squares | unconstrained | -Inf | 1.0 | true | missing | unknown |
| 337 | 100 | true | 0 | false | true | penalty2 | false | false | false | false | other | unconstrained | -Inf | 1.68848e6 | true | missing | unknown |
| 338 | 100 | true | 0 | false | true | penalty3 | false | false | false | false | other | unconstrained | -Inf | 1.00639e8 | true | missing | unknown |
| 339 | 100 | true | 50 | true | true | polygon | false | false | true | false | other | linear | -Inf | Inf | false | missing | unknown |
| 340 | 100 | true | 50 | true | true | polygon1 | false | false | true | false | other | linear | -Inf | Inf | false | missing | unknown |
| 341 | 100 | true | 1 | false | true | polygon2 | true | false | true | false | other | linear | -Inf | Inf | false | missing | unknown |
| 342 | 100 | true | 100 | true | true | polygon3 | false | true | false | false | other | general | -Inf | -0.0 | true | missing | unknown |
| 343 | 2 | false | 0 | false | true | powellbs | false | false | false | false | other | unconstrained | -Inf | 0.567631 | true | missing | unknown |
| 344 | 100 | true | 0 | false | true | powellsg | false | false | false | false | least_squares | unconstrained | -Inf | 5375.0 | true | missing | unknown |
| 345 | 100 | true | 0 | false | true | power | false | false | false | false | least_squares | unconstrained | -Inf | 2.55025e7 | true | missing | unknown |
| 346 | 100 | true | 0 | false | true | quartc | false | false | false | false | other | unconstrained | -Inf | 1.85427e9 | true | missing | unknown |
| 347 | 3 | false | 0 | false | true | rat42 | false | false | false | false | least_squares | unconstrained | -Inf | 500.0 | true | missing | unknown |
| 348 | 4 | false | 0 | false | true | rat43 | false | false | false | false | least_squares | unconstrained | -Inf | 500.0 | true | missing | unknown |
| 349 | 109 | true | 102 | true | true | robotarm | false | false | true | true | other | general | -Inf | Inf | missing | missing | unknown |
| 350 | 2 | false | 0 | false | true | rosenbrock | false | false | false | false | least_squares | unconstrained | -Inf | 32.3086 | true | missing | unknown |
| 351 | 4 | false | 0 | false | true | rozman1 | false | false | false | false | least_squares | unconstrained | -Inf | 500.0 | true | missing | unknown |
| 352 | 100 | true | 0 | false | true | sbrybnd | false | false | false | false | least_squares | unconstrained | -Inf | 1568.0 | true | missing | unknown |
| 353 | 100 | true | 0 | false | true | schmvett | false | false | false | false | other | unconstrained | -Inf | -189.068 | true | missing | unknown |
| 354 | 100 | true | 0 | false | true | scosine | false | false | false | false | other | unconstrained | -Inf | 86.8807 | true | missing | unknown |
| 355 | 100 | true | 0 | false | true | sinquad | false | false | false | false | other | unconstrained | -Inf | 0.6561 | true | missing | unknown |
| 356 | 100 | true | 0 | false | true | sparsine | false | false | false | false | other | unconstrained | -Inf | 20893.3 | true | missing | unknown |
| 357 | 100 | true | 0 | false | true | sparsqur | false | false | false | false | other | unconstrained | -Inf | 1420.31 | true | missing | unknown |
| 358 | 100 | true | 0 | false | true | spmsrtls | false | false | false | false | least_squares | unconstrained | -Inf | 49.3239 | true | missing | unknown |
| 359 | 100 | true | 0 | false | true | srosenbr | false | false | false | false | other | unconstrained | -Inf | 1210.0 | true | missing | unknown |
| 360 | 600 | true | 44 | true | true | structural | false | false | true | false | other | linear | -Inf | Inf | missing | missing | unknown |
| 361 | 15 | false | 4 | false | true | tetra | false | true | true | true | other | general | -Inf | Inf | missing | missing | unknown |
| 362 | 12597 | false | 19222 | false | true | tetra_duct12 | false | true | true | true | other | general | -Inf | 23246.1 | true | missing | unknown |
| 363 | 6417 | false | 9000 | false | true | tetra_duct15 | false | true | true | true | other | general | -Inf | 10890.9 | true | missing | unknown |
| 364 | 3201 | false | 4104 | false | true | tetra_duct20 | false | true | true | true | other | general | -Inf | 4959.8 | true | missing | unknown |
| 365 | 4011 | false | 4847 | false | true | tetra_foam5 | false | true | true | true | other | general | -Inf | 6497.1 | true | missing | unknown |
| 366 | 2598 | false | 3116 | false | true | tetra_gear | false | true | true | true | other | general | -Inf | 4256.38 | true | missing | unknown |
| 367 | 3570 | false | 4675 | false | true | tetra_hook | false | true | true | true | other | general | -Inf | 6157.14 | true | missing | unknown |
| 368 | 30 | false | 0 | false | true | threepk | false | false | true | false | other | unconstrained | -Inf | 20236.5 | true | missing | unknown |
| 369 | 7 | false | 0 | false | true | thurber | false | false | false | false | least_squares | unconstrained | -Inf | 500.0 | true | missing | unknown |
| 370 | 100 | true | 0 | false | true | tointgss | false | false | false | false | other | unconstrained | -Inf | 891.608 | true | missing | unknown |
| 371 | 100 | true | 0 | false | true | tquartic | false | false | false | false | least_squares | unconstrained | -Inf | 0.81 | true | missing | unknown |
| 372 | 8 | false | 3 | false | true | triangle | false | true | true | true | other | general | -Inf | 11.328 | true | missing | unknown |
| 373 | 2244 | false | 1896 | false | true | triangle_deer | false | true | true | true | other | general | -Inf | 2014.34 | true | missing | unknown |
| 374 | 1366 | false | 1182 | false | true | triangle_pacman | false | true | true | true | other | general | -Inf | 1316.28 | true | missing | unknown |
| 375 | 4444 | false | 4025 | false | true | triangle_turtle | false | true | true | true | other | general | -Inf | 4467.58 | true | missing | unknown |
| 376 | 100 | true | 0 | false | true | tridia | false | false | false | false | other | unconstrained | -Inf | 5049.0 | true | missing | unknown |
| 377 | 100 | true | 0 | false | true | vardim | false | false | false | false | other | unconstrained | -Inf | 1.31058e14 | true | missing | unknown |
| 378 | 8 | false | 0 | false | true | vibrbeam | false | false | false | false | least_squares | unconstrained | -Inf | 8231.28 | true | missing | unknown |
| 379 | 31 | false | 0 | false | true | watson | false | false | false | false | least_squares | unconstrained | -Inf | 500.0 | true | missing | unknown |
| 380 | 100 | true | 0 | false | true | woods | false | false | false | false | other | unconstrained | -Inf | 180451.0 | true | missing | unknown |
| 381 | 3 | false | 3 | false | true | zangwil3 | true | false | false | false | other | linear | -Inf | Inf | missing | missing | unknown |
Then, it is very simple to filter problems using queries on DataFrame. We refer to the documentation of DataFrames.jl for tutorials. For instance, if one wants to select unconstrained scalable problems and use (:nvar, :name).
meta = OptimizationProblems.meta
names_pb_vars = meta[(meta.variable_nvar .== true) .& (meta.ncon .== 0), [:nvar, :name]]| Row | nvar | name |
|---|---|---|
| Int64 | String | |
| 1 | 91 | NZF1 |
| 2 | 100 | arglina |
| 3 | 100 | arglinb |
| 4 | 100 | arglinc |
| 5 | 100 | argtrig |
| 6 | 100 | arwhead |
| 7 | 100 | auglag |
| 8 | 100 | bdqrtic |
| 9 | 100 | bearing |
| 10 | 100 | brownal |
| 11 | 100 | browngen1 |
| 12 | 100 | browngen2 |
| 13 | 100 | broyden3d |
| 14 | 100 | broyden7d |
| 15 | 100 | broydn7d |
| 16 | 100 | brybnd |
| 17 | 100 | chainwoo |
| 18 | 100 | chnrosnb_mod |
| 19 | 100 | clplatea |
| 20 | 100 | clplateb |
| 21 | 100 | clplatec |
| 22 | 100 | cosine |
| 23 | 100 | cragglvy |
| 24 | 100 | cragglvy2 |
| 25 | 100 | curly |
| 26 | 100 | curly10 |
| 27 | 100 | curly20 |
| 28 | 100 | curly30 |
| 29 | 99 | dixmaane |
| 30 | 99 | dixmaanf |
| 31 | 99 | dixmaang |
| 32 | 99 | dixmaanh |
| 33 | 99 | dixmaani |
| 34 | 99 | dixmaanj |
| 35 | 99 | dixmaank |
| 36 | 99 | dixmaanl |
| 37 | 99 | dixmaanm |
| 38 | 99 | dixmaann |
| 39 | 99 | dixmaano |
| 40 | 99 | dixmaanp |
| 41 | 100 | dixon3dq |
| 42 | 100 | dqdrtic |
| 43 | 100 | dqrtic |
| 44 | 100 | edensch |
| 45 | 100 | eg2 |
| 46 | 100 | engval1 |
| 47 | 100 | errinros_mod |
| 48 | 100 | extrosnb |
| 49 | 100 | fletcbv2 |
| 50 | 100 | fletcbv3_mod |
| 51 | 100 | fletchcr |
| 52 | 100 | freuroth |
| 53 | 100 | genbroydenb |
| 54 | 100 | genbroydentri |
| 55 | 100 | genhumps |
| 56 | 100 | genrose |
| 57 | 100 | genrose_nash |
| 58 | 100 | indef_mod |
| 59 | 100 | integreq |
| 60 | 100 | liarwhd |
| 61 | 100 | morebv |
| 62 | 100 | nazareth |
| 63 | 100 | ncb20 |
| 64 | 100 | ncb20b |
| 65 | 100 | noncvxu2 |
| 66 | 100 | noncvxun |
| 67 | 100 | nondia |
| 68 | 100 | nondquar |
| 69 | 100 | penalty1 |
| 70 | 100 | penalty2 |
| 71 | 100 | penalty3 |
| 72 | 100 | powellsg |
| 73 | 100 | power |
| 74 | 100 | quartc |
| 75 | 100 | sbrybnd |
| 76 | 100 | schmvett |
| 77 | 100 | scosine |
| 78 | 100 | sinquad |
| 79 | 100 | sparsine |
| 80 | 100 | sparsqur |
| 81 | 100 | spmsrtls |
| 82 | 100 | srosenbr |
| 83 | 100 | tointgss |
| 84 | 100 | tquartic |
| 85 | 100 | tridia |
| 86 | 100 | vardim |
| 87 | 100 | woods |
Then, one can prepare a list of problems using the selected ones.
using ADNLPModels
adproblems = (
eval(Meta.parse("ADNLPProblems.$(pb[:name])()")) for pb in eachrow(names_pb_vars)
)Base.Generator{DataFrames.DataFrameRows{DataFrames.DataFrame}, Main.var"#2#3"}(Main.var"#2#3"(), 87×2 DataFrameRows
Row │ nvar name
│ Int64 String
─────┼──────────────────
1 │ 91 NZF1
2 │ 100 arglina
3 │ 100 arglinb
4 │ 100 arglinc
5 │ 100 argtrig
6 │ 100 arwhead
7 │ 100 auglag
8 │ 100 bdqrtic
⋮ │ ⋮ ⋮
81 │ 100 spmsrtls
82 │ 100 srosenbr
83 │ 100 tointgss
84 │ 100 tquartic
85 │ 100 tridia
86 │ 100 vardim
87 │ 100 woods
72 rows omitted)