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diff --git a/opensr_model/run.py b/opensr_model/run.py
deleted file mode 100644
index 13841828c2ea99b6e32d029e20e17b63b96e2860..0000000000000000000000000000000000000000
--- a/opensr_model/run.py
+++ /dev/null
@@ -1,37 +0,0 @@
-import benchmark
-import opensr_test
-import matplotlib.pyplot as plt
-from opensrmodel.utils import create_opensr_model, run_opensr_model
-
-# Load the model
-model = create_opensr_model(device="cuda")
-
-# Load the dataset
-dataset = opensr_test.load("naip")
-lr_dataset, hr_dataset = dataset["L2A"], dataset["HRharm"]
-
-# Run the model
-results = run_opensr_model(
-    model=model,
-    lr=lr_dataset[7],
-    hr=hr_dataset[7],
-    device="cuda"
-)
-
-# Display the results
-fig, ax = plt.subplots(1, 3, figsize=(10, 5))
-ax[0].imshow(results["lr"].transpose(1, 2, 0)/3000)
-ax[0].set_title("LR")
-ax[0].axis("off")
-ax[1].imshow(results["sr"].transpose(1, 2, 0)/3000)
-ax[1].set_title("SR")
-ax[1].axis("off")
-ax[2].imshow(results["hr"].transpose(1, 2, 0) / 3000)
-ax[2].set_title("HR")
-plt.show()
-
-
-# Run the experiment
-# benchmark.create_geotiff(model, run_opensr_model, "all", "opensrmodel/", device="cuda")
-# benchmark.run(["naip"])
-# benchmark.plot(["naip"])
\ No newline at end of file
diff --git a/opensr_model/utils.py b/opensr_model/utils.py
deleted file mode 100644
index 63e5782082843806377b57116cca6ac2df940c1b..0000000000000000000000000000000000000000
--- a/opensr_model/utils.py
+++ /dev/null
@@ -1,59 +0,0 @@
-import torch
-import numpy as np
-import opensr_model
-from typing import Union
-
-def create_opensr_model(
-    device: Union[str, torch.device] = "cpu"
-) -> opensr_model:
-    """ Create the super image model
-    Returns:
-        HanModel: The super image model
-    """
-    model = opensr_model.SRLatentDiffusion(device=device)
-    model.load_pretrained("./weights/opensr_10m_v4_v5.ckpt")
-    model.eval()
-    return model
-
-
-def run_opensr_model(
-    model: opensr_model,
-    lr: np.ndarray,
-    hr: np.ndarray,
-    device: Union[str, torch.device] = "cpu"
-) -> dict:
-    # Convert the input to torch tensors    
-    lr_img = torch.from_numpy(lr[[3, 2, 1, 7]] / 10000).to(device).float()
-    hr_img = hr[0:3]
-
-    if lr_img.shape[1] == 121:
-        # add padding
-        lr_img = torch.nn.functional.pad(
-            lr_img[None],
-            pad=(3, 4, 3, 4),
-            mode='reflect'
-        ).squeeze()
-                            
-        # Run the model
-        with torch.no_grad():
-            sr_img = model(lr_img[None]).squeeze()
-
-        # take out padding
-        lr_img = lr_img[:, 3:-4, 3:-4]
-        sr_img = sr_img[:, 3*4:-4*4, 3*4:-4*4]
-    else:
-        # Run the model
-        with torch.no_grad():
-            sr_img = model(lr_img[None]).squeeze()
-
-    # Convert the output to numpy
-    lr_img = (lr_img.cpu().numpy()[0:3] * 10000).astype(np.uint16)
-    sr_img = (sr_img.cpu().numpy()[0:3] * 10000).astype(np.uint16)
-    hr_img = hr_img
-    
-    # Return the results
-    return {
-        "lr": lr_img,
-        "sr": sr_img,
-        "hr": hr_img
-    }
\ No newline at end of file
diff --git a/opensr_model/weights/opensr_10m_v4_v5.ckpt b/opensr_model/weights/opensr_10m_v4_v5.ckpt
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