def run_train_split_test(method, moea, target):
moea_name = dictionaries.get_moea_name(moea)
target_name = dictionaries.get_target_composition(target)
method_name = dictionaries.get_model_method_name(method)
folder_name = 'split-train/' + method_name +'/'+ moea_name + '/' + target_name
type = 2
helpers.test_model(folder_name=folder_name, type = type, predict_model=method)
def run_msdp_test(method, moea, target):
moea_name = dictionaries.get_moea_name(moea)
target_name = dictionaries.get_target_composition(target)
method_name = dictionaries.get_model_method_name(method)
folder_name = 'multi-objective/' + method_name +'/'+ moea_name + '/' + target_name
type = 2
helpers.test_model(folder_name=folder_name, type = type, predict_model=method)
def run_msdp_train(moea, targets, predict_model):
moea_name = dictionaries.get_moea_name(moea)
predict_model_name = dictionaries.get_model_method_name(predict_model)
targets_name = dictionaries.get_target_composition(targets)
folder_name = 'multi-objective/' + predict_model_name + '/' + moea_name + '/' + targets_name
l = -20
u = 20
helpers.training_record_for_msdp(save_folder=folder_name,
target=targets,
predict_model=predict_model,
l=l,
u=u,
moea=moea)
def split_train_test_msdp(moea, targets, predict_model, validation_size=0.2):
moea_name = dictionaries.get_moea_name(moea)
predict_model_name = dictionaries.get_model_method_name(predict_model)
targets_name = dictionaries.get_target_composition(targets)
folder_name = 'split-train/' + predict_model_name + '/' + moea_name + '/' + targets_name
l = -20
u = 20
helpers.train_validation_for_msdp(save_folder=folder_name,
target=targets,
predict_model=predict_model,
l=l,
u=u,
moea=moea,
validation_size=validation_size)
def run_msdp_FPA_L1_MSE_train(moea):
target_name = 'FPA_L1_MSE'
save_file = dictionaries.get_moea_name(moea) + '/' + target_name
target = [0, 3, 4]
predict_model = 'linear'
l = -20
u = 20
maxgen = 100
drawing = 0
moea = moea
helpers.training_record_for_msdp(save_file=save_file,
target=target,
predict_model=predict_model,
l=l,
u=u,
moea=moea,
drawing=drawing,
maxgen=maxgen)