# %%
import joblib
import sys
sys.path.append("./codes")
sys.path.append("./regressors")
import create_traindata
import one_regressor
import stacking_regressor
import linear_sum_regressor
import linear_study
import one_nn

# %%
# create train data
seed = 514
create_traindata.create_train_data(seed=seed)

# %%
# load data
seed = 514
train_test_data = joblib.load(f"create_datas/seed_{seed}.td")

# %%
# test one regressor
one_regressor.train_one_models(train_test_data)

# %%
# test stacking method
stacking_regressor.stacking_train(train_test_data)

# %%
# test linear combination
linear_sum_regressor.only_linear(train_test_data)

# %%
# test linear study method
linear_study.study_linear(train_test_data)

# %%
# seed = 514
# train_test_data = joblib.load(f"create_datas/seed_{seed}.td")
one_nn.train_one_models(train_test_data)
# %%