diff --git a/src/gopt/impl/inference.cpp b/src/gopt/impl/inference.cpp
index 58acd3d448a540adb700424249012ffa3122c7f6..1defadb94572c1b2843a375b77777dadcf49de91 100644
--- a/src/gopt/impl/inference.cpp
+++ b/src/gopt/impl/inference.cpp
@@ -1565,7 +1565,7 @@ std::unique_ptr<ConvertFormatPass> ConvertFormatPass::make_nhwcd4_converter() {
                 if (new_inp[i]->shape()[1] % 4 != 0) {
                     can_exec_cd4 = false;
                 }
-                //! cd4 elemwise with scaler is supported
+                //! cd4 elemwise with scaler is unsupported
             } else if (!new_inp[i]->shape().is_scalar()) {
                 can_exec_cd4 = false;
             }
@@ -1627,6 +1627,7 @@ std::unique_ptr<ConvertFormatPass> ConvertFormatPass::make_nhwcd4_converter() {
     replace_func[opr::Broadcast::typeinfo()] = relayout_inp_to_chw;
     replace_func[opr::IncrSubtensor::typeinfo()] = relayout_inp_to_chw;
     replace_func[opr::AxisAddRemove::typeinfo()] = relayout_inp_to_chw;
+    replace_func[opr::TypeCvt::typeinfo()] = replace_elemwise_opr;
     replace_func[opr::ResizeForward::typeinfo()] = replace_resize_opr;
     replace_func[opr::WarpPerspectiveForward::typeinfo()] =
             replace_warp_perspective_opr;
diff --git a/src/gopt/test/inference.cpp b/src/gopt/test/inference.cpp
index 5646ea3d741348464a75ab40bd4ef2d88a9f57c6..808cc17490e05ee94d2c06860932f1bcd41f5f0c 100644
--- a/src/gopt/test/inference.cpp
+++ b/src/gopt/test/inference.cpp
@@ -1265,6 +1265,55 @@ TEST(TestGoptInference, ConvertFormatNHWCD4Elemwise) {
     MGB_ASSERT_TENSOR_NEAR(host_y, host_y_opt, 1e-3);
 }
 
+TEST(TestGoptInference, ConvertFormatNHWCD4TypeCvt) {
+    NaiveMegDNNHandleScope naive_megdnn_handle;
+
+    HostTensorGenerator<> gen;
+    auto cn = CompNode::load("cpu0");
+    auto graph = ComputingGraph::make();
+    graph->options().graph_opt_level = 0;
+    auto mkcvar = [&](const char* name, const TensorShape& shp) {
+        return opr::SharedDeviceTensor::make(*graph, *gen(shp, cn))
+                .rename(name);
+    };
+    auto host_x = gen({8, 8, 8, 8}, cn);
+    auto x = opr::Host2DeviceCopy::make(*graph, host_x);
+
+    opr::Convolution::Param param;
+
+    param.pad_h = param.pad_w = 0;
+    auto w1 = mkcvar("w1", {8, 8, 3, 3}),
+         conv1 = opr::Convolution::make(x, w1, param),
+         tcvt1 = opr::TypeCvt::make(conv1, dtype::Float16());
+    auto w2 = mkcvar("w2", {8, 8, 3, 3}),
+         conv2 = opr::Convolution::make(x, w2, param),
+         tcvt2 = opr::TypeCvt::make(conv2, dtype::Float16());
+    auto y = opr::Elemwise::make({tcvt1, tcvt2}, opr::Elemwise::Param::Mode::ADD);
+
+    SymbolVar y_opt;
+    auto options = gopt::OptimizeForInferenceOptions{};
+    options.enable_nhwcd4();
+    unpack_vector(gopt::optimize_for_inference({y}, options), y_opt);
+
+    ASSERT_EQ(opr::Convolution::Param::Format::NHWCD4,
+              find_opr<opr::Convolution>(y_opt).param().format);
+
+    graph->compile({{y_opt, {}}})
+            ->to_json()
+            ->writeto_fpath(output_file(
+                "TestGoptInference.ConvertFormatNHWCD4TypeCvt.json"));
+
+    HostTensorND host_y_opt, host_y;
+    auto func = graph->compile({make_callback_copy(y, host_y),
+                                make_callback_copy(y_opt, host_y_opt)});
+    func->execute();
+    MGB_ASSERT_TENSOR_EQ(host_y, host_y_opt);
+
+    *host_x = *gen({8, 8, 16, 16}, cn);
+    func->execute();
+    MGB_ASSERT_TENSOR_EQ(host_y, host_y_opt);
+}
+
 TEST(TestGoptInference, ConvertFormatNHWCD4LOCAL) {
     // hwcd4 is only supported in naive handle
     NaiveMegDNNHandleScope naive_megdnn_handle;