8c65ef658930afecb7001ce671f15772a0a4b23b,doc/source/notebooks/theory/FITCvsVFE.py,,trainSparseModel,#,104

Before Change

def trainSparseModel(Xtrain, Ytrain, exact_model, isFITC, Xtest, Ytest):
    sparse_model = getSparseModel(Xtrain, Ytrain, isFITC)
    sparse_model.likelihood.variance = exact_model.likelihood.variance.read_value().copy()
    sparse_model.kern.lengthscales = exact_model.kern.lengthscales.read_value().copy()
    sparse_model.kern.variance = exact_model.kern.variance.read_value().copy()
    return sparse_model, repeatMinimization(sparse_model, Xtest, Ytest)

After Change

def trainSparseModel(Xtrain, Ytrain, exact_model, isFITC, Xtest, Ytest):
    sparse_model = getSparseModel(Xtrain, Ytrain, isFITC)
    sparse_model.likelihood.variance = exact_model.likelihood.variance.numpy()
    sparse_model.kern.lengthscales = exact_model.kern.lengthscales.numpy()
    sparse_model.kern.variance = exact_model.kern.variance.numpy()
    return sparse_model, repeatMinimization(sparse_model, Xtest, Ytest)

Instances