diff --git a/src/gpu/nvidia/cudnn_eltwise_impl.hpp b/src/gpu/nvidia/cudnn_eltwise_impl.hpp
index aba08f055fb..16134bbabc9 100644
--- a/src/gpu/nvidia/cudnn_eltwise_impl.hpp
+++ b/src/gpu/nvidia/cudnn_eltwise_impl.hpp
@@ -92,6 +92,13 @@ struct cudnn_eltwise_fwd_impl_t : public cudnn_eltwise_impl_base_t {
         if (pd->ndims() > CUDNN_DIM_MAX) { return status::invalid_arguments; }
         ndims = pd->ndims() < 4 ? 4 : pd->ndims();
 
+        for (int i = 0; i < ndims; ++i) {
+            if (pd->src_md()->padded_dims[i]
+                    > std::numeric_limits<int>::max()) {
+                return status::unimplemented;
+            }
+        }
+
         // Obtain source and destination dimensions, strides and datatype
         convert_dims(pd->src_md()->padded_dims, dims_, pd->ndims());
         convert_dims(pd->src_md()->format_desc.blocking.strides, strides_,
@@ -139,6 +146,12 @@ struct cudnn_eltwise_bwd_impl_t : public cudnn_eltwise_impl_base_t {
         if (pd->ndims() > CUDNN_DIM_MAX) { return status::invalid_arguments; }
         ndims = pd->ndims() < 4 ? 4 : pd->ndims();
 
+        for (int i = 0; i < ndims; ++i) {
+            if (pd->src_md()->padded_dims[i]
+                    > std::numeric_limits<int>::max()) {
+                return status::unimplemented;
+            }
+        }
         // Obtain dimension and strides for the backward eltwise operation
         convert_dims(pd->src_md()->padded_dims, dims_, pd->ndims());