feat(dnn): fix opt pass nchw44 can not dump resnet

GitOrigin-RevId: 28e5c37f53

src/gopt/impl/tensor_reformat.cpp

@@ -1815,6 +1815,15 @@ VarNode* EnableNchwxxPass::on_graph_endpoint_var(VarNode* new_var,
     return new_var;
 }
 
+static inline TensorShape nchwxx_shape_2_nchw_shape(
+        const TensorShape& origin_shape) {
+    mgb_assert(origin_shape.ndim == 5);
+    TensorShape result = origin_shape;
+    result[1] *= result[4];
+    result.ndim = 4;
+    return result;
+}
+
 template <typename OprType>
 static inline bool nchw_nchwxx_valid(
         const OprType& opr, const VarNodeArray& new_inp, const size_t pack_size,
@@ -1847,7 +1856,10 @@ static inline bool nchw_nchwxx_valid(
     megdnn::ConvBiasForward::BiasMode bias_mode =
             megdnn::ConvBiasForward::BiasMode::NO_BIAS;
     if (std::is_same<OprType, opr::ConvBiasForward>::value) {
-        auto& bias_shape = new_inp[2]->shape();
+        TensorShape bias_shape = new_inp[2]->shape();
+        if (bias_shape.ndim == 5) {
+            bias_shape = nchwxx_shape_2_nchw_shape(bias_shape);
+        }
         if (bias_shape.ndim == 0) {
             bias_mode = megdnn::ConvBiasForward::BiasMode::NO_BIAS;
         } else if (bias_shape.eq_shape(dst_node->shape())) {

src/gopt/test/inference.cpp

@@ -3069,12 +3069,18 @@ TEST(TestGoptInference, ConvertFormatNCHW44) {
 
     //! Dense
     param_conv_bias.sparse = opr::ConvBias::Param::Sparse::DENSE;
-    auto w4 = mkcvar("w4", {4, 32, 3, 3}), b4 = mkcvar("b4", {1, 4, 1, 1}),
+    auto w4 = mkcvar("w4", {16, 32, 3, 3}), b4 = mkcvar("b4", {1, 16, 1, 1}),
          conv4 = opr::ConvBias::make(conv3_3, w4, b4, param_conv_bias, {},
                                      OperatorNodeConfig("conv4"));
-
-    auto w5 = mkcvar("w5", {6, 4, 3, 3}), b5 = mkcvar("b5", {1, 6, 1, 1}),
-         conv5 = opr::ConvBias::make(conv4, w5, b5, param_conv_bias, {},
+    auto w4_1 = mkcvar("w4_1", {16, 32, 1, 1}),
+         b4_1 = mkcvar("b4_1", {2, 16, 4, 4}),
+         conv4_1 =
+                 opr::ConvBias::make(conv3_3, w4_1, b4_1, param_conv_bias_pad0,
+                                     {}, OperatorNodeConfig("conv4_1"));
+    auto conv4_add = conv4 + conv4_1;
+
+    auto w5 = mkcvar("w5", {6, 16, 3, 3}), b5 = mkcvar("b5", {1, 6, 1, 1}),
+         conv5 = opr::ConvBias::make(conv4_add, w5, b5, param_conv_bias, {},
                                      OperatorNodeConfig("conv5"));
     auto w6 = mkcvar("w6", {4, 6, 3, 3}), b6 = mkcvar("b6", {1, 4, 1, 1}),
          y = opr::ConvBias::make(conv5, w6, b6, param_conv_bias, {},
@@ -3082,6 +3088,7 @@ TEST(TestGoptInference, ConvertFormatNCHW44) {
 
     SymbolVar y_opt;
     auto options = gopt::OptimizeForInferenceOptions{};
+    options.enable_fuse_conv_bias_nonlinearity();
     options.enable_nchw44();
     unpack_vector(gopt::optimize_for_inference({y}, options), y_opt);