KellenSunderland commented on a change in pull request #11325: Added TensorRT 
runtime integration
URL: https://github.com/apache/incubator-mxnet/pull/11325#discussion_r202723459
 
 

 ##########
 File path: src/common/serialization.h
 ##########
 @@ -0,0 +1,319 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+/*!
+ * Copyright (c) 2015 by Contributors
+ * \file serialization.h
+ * \brief Serialization of some STL and nnvm data-structures
+ * \author Clement Fuji Tsang
+ */
+
+#ifndef MXNET_COMMON_SERIALIZATION_H_
+#define MXNET_COMMON_SERIALIZATION_H_
+
+#include <dmlc/logging.h>
+#include <mxnet/graph_attr_types.h>
+#include <nnvm/graph_attr_types.h>
+#include <nnvm/tuple.h>
+
+#include <cstring>
+#include <map>
+#include <set>
+#include <string>
+#include <tuple>
+#include <unordered_map>
+#include <unordered_set>
+#include <utility>
+#include <vector>
+
+
+namespace mxnet {
+namespace common {
+
+template<typename T>
+inline size_t serialized_size(const T& obj);
+
+template<typename T>
+inline size_t serialized_size(const nnvm::Tuple<T>& obj);
+
+template<typename K, typename V>
+inline size_t serialized_size(const std::map<K, V>& obj);
+
+template<>
+inline size_t serialized_size(const std::string& obj);
+
+template<typename... Args>
+inline size_t serialized_size(const std::tuple<Args...>& obj);
+
+template<typename T>
+inline void serialize(const T& obj, char** buffer);
+
+template<typename T>
+inline void serialize(const nnvm::Tuple<T>& obj, char** buffer);
+
+template<typename K, typename V>
+inline void serialize(const std::map<K, V>& obj, char** buffer);
+
+template<>
+inline void serialize(const std::string& obj, char** buffer);
+
+template<typename... Args>
+inline void serialize(const std::tuple<Args...>& obj, char** buffer);
+
+template<typename T>
+inline void deserialize(T* obj, const std::string& buffer, size_t* curr_pos);
+
+template<typename T>
+inline void deserialize(nnvm::Tuple<T>* obj, const std::string& buffer, 
size_t* curr_pos);
+
+template<typename K, typename V>
+inline void deserialize(std::map<K, V>* obj, const std::string& buffer, 
size_t* curr_pos);
+
+template<>
+inline void deserialize(std::string* obj, const std::string& buffer, size_t* 
curr_pos);
+
+template<typename... Args>
+inline void deserialize(std::tuple<Args...>* obj, const std::string& buffer, 
size_t* curr_pos);
+
+
+template<typename T>
+struct is_container {
+  static const bool value = !std::is_pod<T>::value;
+};
+
+template<typename T>
+inline size_t serialized_size(const T& obj) {
+  return sizeof(T);
+}
+
+template<typename T>
+inline size_t serialized_size(const nnvm::Tuple<T>& obj) {
+  if (is_container<T>::value) {
+    size_t sum_val = 4;
+    for (auto& el : obj) {
+      sum_val += serialized_size(el);
+    }
+    return sum_val;
+  } else {
+    return 4 + (obj.ndim() * sizeof(T));
+  }
+}
+
+template<typename K, typename V>
+inline size_t serialized_size(const std::map<K, V>& obj) {
+  size_t sum_val = 4;
+  if (is_container<K>::value && is_container<V>::value) {
+    for (const auto& p : obj) {
+      sum_val += serialized_size(p.first) + serialized_size(p.second);
+    }
+  } else if (is_container<K>::value) {
+    for (const auto& p : obj) {
+      sum_val += serialized_size(p.first);
+    }
+    sum_val += sizeof(V) * obj.size();
+  } else if (is_container<K>::value) {
 
 Review comment:
   Again, this looks like a copy and paste error to me.  You're checking the 
same condition twice, is this intended?

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