Created
April 11, 2019 15:51
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test code for degenerate
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using Test, Distributions, CSV, GLM, Lasso, DataFrames | |
using Random, Distributed, LinearAlgebra, SparseArrays, SharedArrays | |
include("./test/testutils.jl") | |
include("./test/addworkers.jl") | |
import HurdleDMR; @everywhere using HurdleDMR | |
include("./test/testdata.jl") | |
testargs = Dict(:verbose=>false,:showwarnings=>true) | |
zcounts = deepcopy(counts); | |
zcounts[:,2] = zeros(n); | |
zcounts[:,3] = ones(n); | |
# make sure we are not adding all zero obseravtions | |
m = sum(zcounts, dims=2) | |
@test sum(m .== 0) == 0 | |
# hurdle dmr parallel local cluster | |
hdmrcoefs = fit(HDMR,covars, zcounts; parallel=true, testargs...) | |
coefsHppos, coefsHpzero = coef(hdmrcoefs); | |
# hurdle dmr parallel remote cluster | |
hdmrcoefs2 = fit(HDMRPaths,covars, zcounts; parallel=true, local_cluster=false, testargs...) | |
coefsHppos2, coefsHpzero2 = coef(hdmrcoefs2) | |
@test coefsHppos ≈ coefsHppos2 | |
@test coefsHpzero ≈ coefsHpzero2 | |
η = predict(hdmrcoefs2,newcovars) | |
# 10×4 Array{Float64,2}: | |
# 0.00632811 0.0 0.0 0.993672 | |
# 0.0820357 0.0 0.0 0.917964 | |
# 0.120042 0.0 0.0 0.879958 | |
# 0.000773842 0.0 0.0 0.999226 | |
# 0.00158558 0.0 0.0 0.998414 | |
# 0.0587256 0.0 0.0 0.941274 | |
# 0.0155122 0.0 0.0 0.984488 | |
# 0.00119599 0.0 0.0 0.998804 | |
# 0.018085 0.0 0.0 0.981915 | |
# 0.0141473 0.0 0.0 0.985853 | |
@test sum(η, dims=2) ≈ ones(size(newcovars, 1)) | |
# Test Passed | |
@test η[:,2] == zeros(size(newcovars,1)) | |
# Test Passed | |
@test η[:,3] ≈ ones(size(newcovars,1))*0.36 rtol=0.05 | |
# Test Failed at none:1 | |
# Expression: ≈(η[:, 3], ones(size(newcovars, 1)) * 0.36, rtol=0.05) | |
# Evaluated: [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0] ≈ [0.36, 0.36, 0.36, 0.36, 0.36, 0.36, 0.36, 0.36, 0.36, 0.36] (rtol=0.05) | |
# ERROR: There was an error during testing | |
@test η[:,4] ≈ ones(size(newcovars,1))*0.6 rtol=0.06 | |
# Test Failed at none:2 | |
# Expression: ≈(η[:, 4], ones(size(newcovars, 1)) * 0.6, rtol=0.06) | |
# Evaluated: [0.993672, 0.917964, 0.879958, 0.999226, 0.998414, 0.941274, 0.984488, 0.998804, 0.981915, 0.985853] ≈ [0.6, 0.6, 0.6, 0.6, 0.6, 0.6, 0.6, 0.6, 0.6, 0.6] (rtol=0.06) | |
# ERROR: There was an error during testing |
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