diff --git a/pkg/apiserver/config/config.go b/pkg/apiserver/config/config.go
index 7c583a84a..369e538ba 100644
--- a/pkg/apiserver/config/config.go
+++ b/pkg/apiserver/config/config.go
@@ -302,4 +302,8 @@ func (conf *Config) stripEmptyOptions() {
 	if conf.KubeEdgeOptions != nil && conf.KubeEdgeOptions.Endpoint == "" {
 		conf.KubeEdgeOptions = nil
 	}
+
+	if conf.GPUOptions != nil && len(conf.GPUOptions.Kinds) == 0 {
+		conf.GPUOptions = nil
+	}
 }