diff --git a/src/diffusers/models/resnet.py b/src/diffusers/models/resnet.py
index 22582853..50a3e453 100644
--- a/src/diffusers/models/resnet.py
+++ b/src/diffusers/models/resnet.py
@@ -909,17 +909,3 @@ def _setup_kernel(k):
     assert k.ndim == 2
     assert k.shape[0] == k.shape[1]
     return k
-
-
-def contract_inner(x, y):
-    """tensordot(x, y, 1)."""
-    x_chars = list(string.ascii_lowercase[: len(x.shape)])
-    y_chars = list(string.ascii_lowercase[len(x.shape) : len(y.shape) + len(x.shape)])
-    y_chars[0] = x_chars[-1]  # first axis of y and last of x get summed
-    out_chars = x_chars[:-1] + y_chars[1:]
-    return _einsum(x_chars, y_chars, out_chars, x, y)
-
-
-def _einsum(a, b, c, x, y):
-    einsum_str = "{},{}->{}".format("".join(a), "".join(b), "".join(c))
-    return torch.einsum(einsum_str, x, y)