def test_analyze_linreg(self):
X, y = gen_regression_data()
solver = linReg.LinearRegressionSolver()
with CapturedStdout():
analyzerResults = analyze(
solver,
X,
y,
optimizationParams={
"nnTopology":
"",
"Lambda":
0.1,
"functions":
[lambda x: x[0]**2, lambda x: x[1]**2, lambda x: x[2]**2]
},
iterations=40,
bins=3,
tries=4,
sample_iterations=40)
npt.assert_equal(analyzerResults.sampleCountAnalyzis.sampleCount, [
1, 4, 7, 10, 19, 28, 54, 80, 159, 238, 475, 712, 1423, 2134, 4267,
6400
])
npt.assert_almost_equal(
analyzerResults.sampleCountAnalyzis.errorTrain, [
0.00000000e+00, 2.33847837e+01, 3.00222512e+01, 7.96243961e+00,
1.37056787e+00, 5.14152946e-01, 1.26362331e-01, 6.45051925e-02,
1.46205243e-02, 7.25704802e-03, 1.67555343e-03, 7.51420424e-04,
1.82472270e-04, 8.16512666e-05, 2.04713359e-05, 9.08089772e-06
], 5)
npt.assert_almost_equal(analyzerResults.sampleCountAnalyzis.errorCV, [
4.99885725e+04, 1.75878006e+04, 4.13273401e+03, 4.01030109e+01,
3.82169238e+00, 6.81074172e-01, 1.43006176e-01, 7.01556101e-02,
1.44597141e-02, 8.57240292e-03, 1.67551231e-03, 7.42103605e-04,
1.73911141e-04, 7.83993282e-05, 1.98093851e-05, 8.65960541e-06
], 3)
npt.assert_equal(analyzerResults.iterationCountAnalyzis.iterationCount,
[2, 4, 6, 10, 14, 27, 40])
npt.assert_almost_equal(
analyzerResults.iterationCountAnalyzis.errorTrain, [
2.18325422e-01, 1.04552670e-05, 2.27461723e-06, 2.27461723e-06,
2.27461723e-06, 2.27461723e-06, 2.27461723e-06
], 5)
npt.assert_almost_equal(
analyzerResults.iterationCountAnalyzis.errorCV, [
2.14481838e-01, 1.01920583e-05, 2.16874107e-06, 2.16874107e-06,
2.16874107e-06, 2.16874107e-06, 2.16874107e-06
], 5)
def test_find_solution(self):
X, y = gen_regression_data()
solver = linReg.LinearRegressionSolver()
with CapturedStdout():
optimizationResults = find_solution(
solver,
X,
y,
showFailureRateTrain=True,
optimizationParams={
"nnTopology":
"",
"Lambda": [0.01, 0.1, 1],
"functions":
[[], [lambda x: x[0]**2, lambda x: x[1]**2],
[lambda x: x[0]**2, lambda x: x[1]**2, lambda x: x[2]**2]]
},
files=[],
log={
"log_dir": "out",
"log_file_name": "mlak"
})
self.assertAlmostEqual(optimizationResults.failureRateTest, 1e-07, 6)
