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| 1 | +using StructuralEquationModels, Test, Statistics |
| 2 | + |
| 3 | +dat = example_data("political_democracy") |
| 4 | +dat_missing = example_data("political_democracy_missing")[:, names(dat)] |
| 5 | + |
| 6 | +obs_vars = [Symbol.("x", 1:3); Symbol.("y", 1:8)] |
| 7 | +lat_vars = [:ind60, :dem60, :dem65] |
| 8 | + |
| 9 | +graph = @StenoGraph begin |
| 10 | + # loadings |
| 11 | + ind60 → fixed(1) * x1 + x2 + x3 |
| 12 | + dem60 → fixed(1) * y1 + y2 + y3 + y4 |
| 13 | + dem65 → fixed(1) * y5 + y6 + y7 + y8 |
| 14 | + # latent regressions |
| 15 | + label(:a) * dem60 ← ind60 |
| 16 | + dem65 ← dem60 |
| 17 | + dem65 ← ind60 |
| 18 | + # variances |
| 19 | + _(obs_vars) ↔ _(obs_vars) |
| 20 | + _(lat_vars) ↔ _(lat_vars) |
| 21 | + # covariances |
| 22 | + y1 ↔ y5 |
| 23 | + y2 ↔ y4 + y6 |
| 24 | + y3 ↔ y7 |
| 25 | + y8 ↔ y4 + y6 |
| 26 | +end |
| 27 | + |
| 28 | +ram_matrices = |
| 29 | + RAMMatrices(ParameterTable(graph, observed_vars = obs_vars, latent_vars = lat_vars)) |
| 30 | + |
| 31 | +obs = SemObservedData(specification = ram_matrices, data = dat) |
| 32 | + |
| 33 | +function test_vars_api(semobj, spec::SemSpecification) |
| 34 | + @test @inferred(nobserved_vars(semobj)) == nobserved_vars(spec) |
| 35 | + @test observed_vars(semobj) == observed_vars(spec) |
| 36 | + |
| 37 | + @test @inferred(nlatent_vars(semobj)) == nlatent_vars(spec) |
| 38 | + @test latent_vars(semobj) == latent_vars(spec) |
| 39 | + |
| 40 | + @test @inferred(nvars(semobj)) == nvars(spec) |
| 41 | + @test vars(semobj) == vars(spec) |
| 42 | +end |
| 43 | + |
| 44 | +function test_params_api(semobj, spec::SemSpecification) |
| 45 | + @test @inferred(nparams(semobj)) == nparams(spec) |
| 46 | + @test @inferred(params(semobj)) == params(spec) |
| 47 | +end |
| 48 | + |
| 49 | +@testset "Sem(imply=$implytype, loss=$losstype)" for implytype in (RAM, RAMSymbolic), |
| 50 | + losstype in (SemML, SemWLS) |
| 51 | + |
| 52 | + model = Sem( |
| 53 | + specification = ram_matrices, |
| 54 | + observed = obs, |
| 55 | + imply = implytype, |
| 56 | + loss = losstype, |
| 57 | + ) |
| 58 | + |
| 59 | + @test model isa Sem |
| 60 | + @test @inferred(imply(model)) isa implytype |
| 61 | + @test @inferred(observed(model)) isa SemObserved |
| 62 | + @test @inferred(optimizer(model)) isa SemOptimizer |
| 63 | + |
| 64 | + test_vars_api(model, ram_matrices) |
| 65 | + test_params_api(model, ram_matrices) |
| 66 | + |
| 67 | + test_vars_api(imply(model), ram_matrices) |
| 68 | + test_params_api(imply(model), ram_matrices) |
| 69 | + |
| 70 | + @test @inferred(loss(model)) isa SemLoss |
| 71 | + semloss = loss(model).functions[1] |
| 72 | + @test semloss isa losstype |
| 73 | + |
| 74 | + @test @inferred(nsamples(model)) == nsamples(obs) |
| 75 | +end |
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