Add ResNet-18 on CIFAR-10 & Rename files

cifar10-resnet18/cifar10-resnet18-0-1023.tgz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ec5bee33bfce177c77006126d0e03639bedc7bfd5a35b133f77c5645c0334cc1
+size 22916280320

cifar10-resnet18/cifar10-resnet18-1024-2047.tgz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:857fc51574cb31ab81dca2d45a845e85541a9dd2af0b53b08827313380234640
+size 22916280320

scripts/cifar-10-resnet18/std_loading.py

@@ -0,0 +1,23 @@
+from pathlib import Path
+
+from torch_uncertainty.models.resnet import resnet18
+from safetensors.torch import load_file
+
+
+def load_model(version: int):
+    """Load the model corresponding to the given version."""
+    model = resnet18(
+        num_classes=10,
+        in_channels=3,
+        style="cifar",
+        conv_bias=False,
+    )
+    path = Path(
+        f"cifar10-resnet18/cifar10-resnet18-0-1023/version_{version}.safetensors"
+    )
+    if not path.exists():
+        raise ValueError("File does not exist")
+
+    state_dict = load_file(path)
+    model.load_state_dict(state_dict=state_dict)
+    return model

scripts/{resnet20-frn-silu-cifar10 → cifar10-resnet20-frn-silu}/std_loading.py

@@ -16,7 +16,7 @@ def load_model(version: int):
         normalization_layer=FilterResponseNorm2d,
     )
     path = Path(
-        f"resnet20-frn-silu-cifar10/resnet20-frn-silu-cifar10-0-1023/version_{version}.safetensors"
+        f"cifar10-resnet20-frn-silu/cifar10-resnet20-frn-silu-0-1023/version_{version}.safetensors"
     )
     if not path.exists():
         raise ValueError("File does not exist")