diff --git a/swin2_mose/model.py b/swin2_mose/model.py
index 9502c4e8983bc3a563cdf61a9393c78bef9e6b7f..f698deb43b9b8d0eb2832e003fceb1603414b6a6 100644
--- a/swin2_mose/model.py
+++ b/swin2_mose/model.py
@@ -13,8 +13,8 @@ import torch.nn.functional as F
 import torch.utils.checkpoint as checkpoint
 from timm.models.layers import DropPath, to_2tuple, trunc_normal_
 
-from libs import window_reverse, Mlp, window_partition
-from moe import MoE
+from swin2_mose.libs import window_reverse, Mlp, window_partition
+from swin2_mose.moe import MoE
 
 
 class WindowAttention(nn.Module):
diff --git a/swin2_mose/moe.py b/swin2_mose/moe.py
index 1b0581287978c2f34eb55ef3dce67beb7b3ed00c..f4178b516d8c192152216d227b1081291b35361d 100644
--- a/swin2_mose/moe.py
+++ b/swin2_mose/moe.py
@@ -18,7 +18,7 @@ from torch.distributions.normal import Normal
 from copy import deepcopy
 import numpy as np
 
-from libs import Mlp as MLP
+from swin2_mose.libs import Mlp as MLP
 
 
 class SparseDispatcher(object):
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diff --git a/swin2_mose/run.py b/swin2_mose/run.py
index 67d71201d314f07b17d38c18029696f2f4711504..d4631c0d28227aadc22e47b6fab49048c7ccc5c0 100644
--- a/swin2_mose/run.py
+++ b/swin2_mose/run.py
@@ -2,35 +2,37 @@ import benchmark
 import matplotlib.pyplot as plt
 import opensr_test
 
-from utils import load_swin2_mose, load_config, run_swin2_mose
-
+from swin2_mose.utils import load_swin2_mose, load_config, run_swin2_mose
 
+device = "cuda"
 path = 'swin2_mose/weights/config-70.yml'
 model_weights = "swin2_mose/weights/model-70.pt"
-index = 2
 
 # load config
 cfg = load_config(path)
+
 # load model
 model = load_swin2_mose(model_weights, cfg)
+model.to(device)
+model.eval()
 
 # load the dataset
+index = 2
 dataset = opensr_test.load("venus")
 lr_dataset, hr_dataset = dataset["L2A"], dataset["HRharm"]
-
-results = run_swin2_mose(model, lr_dataset[index], hr_dataset[index])
+results = run_swin2_mose(model, lr_dataset[index], hr_dataset[index], device=device)
 
 # Display the results
-fig, ax = plt.subplots(1, 3, figsize=(10, 5))
-ax[0].imshow(results['lr'].numpy().transpose(1, 2, 0)/3000)
-ax[0].set_title("LR")
-ax[0].axis("off")
-ax[1].imshow(results["sr"].detach().numpy().transpose(1, 2, 0)/3000)
-ax[1].set_title("SR")
-ax[1].axis("off")
-ax[2].imshow(results['hr'].numpy().transpose(1, 2, 0) / 3000)
-ax[2].set_title("HR")
-#  plt.show()
+#fig, ax = plt.subplots(1, 3, figsize=(10, 5))
+#ax[0].imshow(results['lr'].numpy().transpose(1, 2, 0)/3000)
+#ax[0].set_title("LR")
+#ax[0].axis("off")
+#ax[1].imshow(results["sr"].detach().numpy().transpose(1, 2, 0)/3000)
+#ax[1].set_title("SR")
+#ax[1].axis("off")
+#ax[2].imshow(results['hr'].numpy().transpose(1, 2, 0) / 3000)
+#ax[2].set_title("HR")
+#plt.show()
 
 # Run the experiment
-benchmark.create_geotiff(model, run_swin2_mose, "all", "swin2mose/")
+benchmark.create_geotiff(model, run_swin2_mose, "all", "swin2_mose/")
diff --git a/swin2_mose/utils.py b/swin2_mose/utils.py
index 98b6265162732d6899794695f7827074f2272ffb..22d04ae396c8d2105d88164d7f3b2430cedbe1fd 100644
--- a/swin2_mose/utils.py
+++ b/swin2_mose/utils.py
@@ -1,7 +1,7 @@
 import torch
 import yaml
 
-from model import Swin2MoSE
+from swin2_mose.model import Swin2MoSE
 
 
 def to_shape(t1, t2):
@@ -47,7 +47,8 @@ def load_swin2_mose(model_weights, cfg):
     return sr_model
 
 
-def run_swin2_mose(model, lr, hr):
+def run_swin2_mose(model, lr, hr, device='cuda'):
+
     cfg = model.cfg
 
     # norm fun
@@ -55,23 +56,39 @@ def run_swin2_mose(model, lr, hr):
     lr_stats = cfg['dataset']['stats']['tensor_10m_b2b3b4b8']
 
     # select 10m lr bands: B02, B03, B04, B08 and hr bands
-    lr_orig = torch.tensor(lr)[None].float()[:, [3, 2, 1, 7]]
-    hr_orig = torch.tensor(hr)[None].float()
+    lr_orig = torch.from_numpy(lr)[None].float()[:, [3, 2, 1, 7]].to(device)
+    hr_orig = torch.from_numpy(hr)[None].float().to(device)
 
     # normalize data
     lr = norm(lr_orig, mean=lr_stats['mean'], std=lr_stats['std'])
     hr = norm(hr_orig, mean=hr_stats['mean'], std=hr_stats['std'])
 
     # predict a image
-    sr = model(lr)
-    if not torch.is_tensor(sr):
-        sr, _ = sr
+    with torch.no_grad():
+        sr = model(lr)
+        if not torch.is_tensor(sr):
+            sr, _ = sr
 
     # denorm sr
-    sr = denorm(sr, mean=hr_stats['mean'], std=hr_stats['std'])
-
+    sr = denorm(sr, mean=hr_stats['mean'], std=hr_stats['std'])    
+
+    # Prepare output
+    sr = sr.round().cpu().numpy().astype('uint16').squeeze()[0:3]
+    lr  = lr_orig[0].cpu().numpy().astype('uint16').squeeze()[0:3]
+    hr = hr_orig[0].cpu().numpy().astype('uint16').squeeze()[0:3]
+
+    # Use nn interpolation to go back to x2 without distortion
+    # during metrics calculation
+    if sr.shape[1] != hr.shape[1]:
+        sr = torch.nn.functional.interpolate(
+            torch.from_numpy(sr)[None].float(),
+            size=hr.shape[1:],
+            mode='nearest'
+        ).squeeze().numpy().astype('uint16')
+
+    
     return {
-        "lr": lr_orig[0],
-        "sr": sr[0],
-        "hr": hr_orig[0],
+        'lr': lr,
+        'sr': sr,
+        'hr': hr
     }