fix graph output expects int8 dtype

Author: saurabhkale17

onnxruntime/core/providers/openvino/qdq_transformations/qdq_stripping.cc

@@ -337,6 +337,18 @@ static bool CheckDQRuleSet(const NodeUnit& node_unit,
   }
 }
 
+static bool CheckQFeedsIntoQuantizedOutput(const NodeUnit& node_unit,
+                          const std::unordered_map<std::string, std::string> graph_op_data_type) {
+  auto op_of_quantized_layer = node_unit.Outputs();
+  for (auto itr : op_of_quantized_layer) {
+    auto it = graph_op_data_type.find(itr.node_arg.Name());
+    if (it != graph_op_data_type.end() && it->second == "tensor(uint8)") {
+      return true;
+    }
+  }
+  return false;
+}
+
 static bool CheckQRuleSet(const NodeUnit& node_unit,
                           const Node* q_node,
                           const onnxruntime::GraphViewer& src_graph,
@@ -347,6 +359,12 @@ static bool CheckQRuleSet(const NodeUnit& node_unit,
   const auto& target_node = node_unit.GetNode();
   auto op_type = node_unit.OpType();
 
+  auto op = src_graph.GetOutputs();
+  std::unordered_map<std::string, std::string> graph_op_data_type;
+  for (auto& ops : op) {
+    graph_op_data_type[src_graph.GetNodeArg(ops->Name())->Name()] = ops->Type()->data();
+  }
+
   // If UInt16 Q, don't keep it
   if (GetQDQDataType(q_node) == DT_UINT16 || GetQDQDataType(q_node) == DT_INT16) {
     reason = SkipReason::Int16QDQ;
@@ -359,6 +377,8 @@ static bool CheckQRuleSet(const NodeUnit& node_unit,
   } else if (op_type == "Add") {
     // Add keeps all Qs
     return true;
+  } else if (CheckQFeedsIntoQuantizedOutput(node_unit, graph_op_data_type)) {
+    return true;
   } else {
     // Keep Q of an unsupported Op only if the target that succeeds it is a supported Op in this list
     return IsNextTargetNodeOfQValid(q_node, &target_node, src_graph, {"Conv", "Add", "MatMul"}, false);