diff --git a/src/cuda_backend.rs b/src/cuda_backend.rs
index 8c7f23b3..d12db972 100644
--- a/src/cuda_backend.rs
+++ b/src/cuda_backend.rs
@@ -85,13 +85,15 @@ impl CudaStorage {
     pub(crate) fn affine_impl(
         &self,
         shape: &Shape,
-        _stride: &[usize],
+        stride: &[usize],
         mul: f64,
         add: f64,
     ) -> Result<Self> {
         match self {
             Self::F32(arg) => {
-                // TODO: Handle the stride.
+                if !shape.is_contiguous(stride) {
+                    todo!("affine is only implemented for the contiguous case")
+                }
                 let dev = arg.device();
                 let module_name = "affine_f32";
                 if !dev.has_func(module_name, module_name) {
diff --git a/src/shape.rs b/src/shape.rs
index d626aee6..ebc497cf 100644
--- a/src/shape.rs
+++ b/src/shape.rs
@@ -128,6 +128,20 @@ impl Shape {
         stride.reverse();
         stride
     }
+
+    pub fn is_contiguous(&self, stride: &[usize]) -> bool {
+        if self.0.len() != stride.len() {
+            return false;
+        }
+        let mut acc = 1;
+        for (&stride, &dim) in stride.iter().zip(self.0.iter()).rev() {
+            if stride != acc {
+                return false;
+            }
+            acc *= dim;
+        }
+        true
+    }
 }
 
 #[cfg(test)]
diff --git a/src/tensor.rs b/src/tensor.rs
index a1262334..02105573 100644
--- a/src/tensor.rs
+++ b/src/tensor.rs
@@ -310,14 +310,7 @@ impl Tensor {
     }
 
     pub fn is_contiguous(&self) -> bool {
-        let mut acc = 1;
-        for (&stride, &dim) in self.stride.iter().zip(self.shape.dims().iter()).rev() {
-            if stride != acc {
-                return false;
-            }
-            acc *= dim;
-        }
-        true
+        self.shape.is_contiguous(&self.stride)
     }
 
     /// Return all the nodes that lead to this value in a topologically sorted vec, the first