diff --git a/aten/src/ATen/native/Checkpoint.cpp b/aten/src/ATen/native/Checkpoint.cpp
index 4a00913fe1e..cfa7ecfaf68 100644
--- a/aten/src/ATen/native/Checkpoint.cpp
+++ b/aten/src/ATen/native/Checkpoint.cpp
@@ -746,6 +746,23 @@ Tensor checkpoint_repeat(const at::Tensor& a, c10::ArrayRef<long> b) {
   return CheckpointTensorImpl::make("repeat", rt, {a})[0];
 }
 
+Tensor checkpoint_mean(const Tensor& self, c10::optional<c10::ScalarType> dtype) {
+  rematerialize_function_t rt =
+    [=](const Tensors& vec) -> Tensors {
+    return {at::native::mean_cpu_gpu(vec[0], dtype)};
+  };
+  return CheckpointTensorImpl::make("mean", rt, {self})[0];
+}
+
+Tensor checkpoint_mean(const Tensor& self, IntArrayRef dim, bool keepdim, c10::optional<c10::ScalarType> dtype) {
+  std::vector<long> dim_ = dim.vec();
+  rematerialize_function_t rt =
+    [=](const Tensors& vec) -> Tensors {
+    return {at::native::mean_cpu_gpu(vec[0], dim_, keepdim, dtype)};
+  };
+  return CheckpointTensorImpl::make("mean.dim", rt, {self})[0];
+}
+
 Tensor checkpoint__cat(c10::ArrayRef<Tensor> a, long b) {
   rematerialize_function_t rt =
     [=](const Tensors& vec) -> Tensors {
diff --git a/aten/src/ATen/native/native_functions.yaml b/aten/src/ATen/native/native_functions.yaml
index 04ff2643319..4dcea3d4e6e 100644
--- a/aten/src/ATen/native/native_functions.yaml
+++ b/aten/src/ATen/native/native_functions.yaml
@@ -1848,6 +1848,7 @@
     CPU: mean_cpu_gpu
     CUDA: mean_cpu_gpu
     QuantizedCPU: quantized_mean_cpu
+    Checkpoint: checkpoint_mean
 
 - func: mean.dim(Tensor self, int[1] dim, bool keepdim=False, *, ScalarType? dtype=None) -> Tensor
   variants: function, method
@@ -1856,6 +1857,7 @@
     CPU: mean_cpu_gpu
     CUDA: mean_cpu_gpu
     QuantizedCPU: quantized_mean_cpu
+    Checkpoint: checkpoint_mean
 
 - func: mean.out(Tensor self, int[1] dim, bool keepdim=False, *, ScalarType? dtype=None, Tensor(a!) out) -> Tensor(a!)
   supports_named_tensor: True