diff --git a/aten/src/ATen/native/mps/operations/BitwiseOps.mm b/aten/src/ATen/native/mps/operations/BitwiseOps.mm
index 5b57693296b12..0633acd82b4d3 100644
--- a/aten/src/ATen/native/mps/operations/BitwiseOps.mm
+++ b/aten/src/ATen/native/mps/operations/BitwiseOps.mm
@@ -313,6 +313,11 @@ void handle_tensor_scalar_binary_op(const at::Tensor& self, const at::Scalar& ot
                                                      getMetalType(self),
                                                      getMetalType(self),
                                                      "bitwise_not");
+  uint32_t length = output.numel();
+  if (length == 0) {
+    return output_;
+  }
+
   dispatch_sync(stream->queue(), ^(){
     id<MTLCommandBuffer> buffer = stream->commandBuffer();
     id<MTLComputeCommandEncoder> commandEncoder = [buffer computeCommandEncoder];