diff --git a/sdk/inspector/_inspector_utils.py b/sdk/inspector/_inspector_utils.py
index a71d34753b3..ecef1d13e73 100644
--- a/sdk/inspector/_inspector_utils.py
+++ b/sdk/inspector/_inspector_utils.py
@@ -103,6 +103,9 @@ def get_scalar_type_size(scalar_type: ScalarType) -> Tuple[torch.dtype, int]:
         return torch.zeros(tensor.sizes, dtype=torch_dtype)
 
     tensor_bytes_size = math.prod(tensor.sizes) * dtype_size
+    if tensor_bytes_size == 0:
+        # Empty tensor. Return empty tensor.
+        return torch.zeros(tensor.sizes, dtype=torch_dtype)
 
     if tensor.offset is None:
         raise ValueError("Tensor offset cannot be None")