removed relative path in import

Author: pkck28

algorithms/bo.py

@@ -16,7 +16,7 @@
 from botorch.models.transforms.outcome import Standardize
 from botorch.generation import MaxPosteriorSampling
 
-from .utils import latin_hypercube
+from utils import latin_hypercube
 
 class BO:
 

algorithms/ibnn.py

@@ -22,7 +22,7 @@
 from botorch.generation import MaxPosteriorSampling
 from botorch.sampling.stochastic_samplers import StochasticSampler
 
-from .utils import latin_hypercube
+from utils import latin_hypercube
 
 warnings.filterwarnings('ignore')
 

algorithms/snbo.py

@@ -3,7 +3,7 @@
 import torch
 import numpy as np
 from time import time
-from .utils import latin_hypercube
+from utils import latin_hypercube
 
 class SNBO:
 
@@ -353,13 +353,8 @@ def train(model, xtrain, ytrain, epochs, lr, tol=1e-2):
         loss = loss_fn(ypred, ytrain)
 
         if torch.sqrt(loss) / ptp(ytrain, 0) < tol:
-            print("Epoch {}, Training loss: {}".format(epoch+1, loss.item()))
             break
 
-        # Print the loss
-        if (epoch+1) % 1000 == 0:
-            print('Epoch: ', epoch, 'Loss: ', loss.item())
-
         # Backward pass
         loss.backward()
 

algorithms/turbo.py

@@ -6,7 +6,7 @@
 import numpy as np
 from copy import deepcopy
 from time import time
-from .utils import latin_hypercube
+from utils import latin_hypercube
 
 from gpytorch.models import ExactGP
 from gpytorch.means import ConstantMean