| /* |
| * 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. |
| */ |
| #ifndef MXNET_PROFILER_CUSTOM_OP_PROFILER_H_ |
| #define MXNET_PROFILER_CUSTOM_OP_PROFILER_H_ |
| |
| #include <string> |
| #include <unordered_set> |
| #include <unordered_map> |
| #include <thread> |
| #include "./profiler.h" |
| |
| namespace mxnet { |
| namespace profiler { |
| |
| using Tid = std::thread::id; |
| using TaskPtr = std::unique_ptr<ProfileTask>; |
| |
| /*! |
| * \brief Singleton class to assist profiling python callback of custom operators |
| * and to assist linking sub-operators to custom operators |
| */ |
| class CustomOpProfiler { |
| public: |
| static CustomOpProfiler* Get() { |
| static std::mutex mtx; |
| static std::unique_ptr<CustomOpProfiler> prof = nullptr; |
| if (!prof) { |
| std::unique_lock<std::mutex> lk(mtx); |
| if (!prof) |
| prof = std::make_unique<CustomOpProfiler>(); |
| } |
| return prof.get(); |
| } |
| /*! |
| * \brief Called before the callback of custom operators to start a profile task for python |
| * code execution time |
| * \param op_type The registed name of the custom operator |
| */ |
| void OnCustomBegin(const std::string& op_type) { |
| const Tid tid = std::this_thread::get_id(); |
| const std::string task_name = MakePythonCodeName(op_type); |
| std::lock_guard<std::mutex> lock(mutex_); |
| tid_to_op_type_[tid] = op_type; |
| tasks_[tid] = std::make_unique<ProfileTask>(task_name.c_str(), &custom_op_domain); |
| tasks_[tid]->start(); |
| } |
| |
| /*! |
| * \brief Called after the callback of custom operators to stop the profile task for python |
| * code execution time |
| */ |
| void OnCustomEnd() { |
| const Tid tid = std::this_thread::get_id(); |
| std::lock_guard<std::mutex> lock(mutex_); |
| tid_to_op_type_.erase(tid); |
| // this should never fail |
| CHECK(tasks_.find(tid) != tasks_.end()) |
| << "thread_id not found. " |
| << "Please use OnCustomBegin() and OnCustomEnd() in pairs."; |
| tasks_[tid]->stop(); |
| tasks_.erase(tid); |
| } |
| |
| /*! |
| * \brief Generate a display name for sub-operators, which is the name used for OprBlock |
| * and later by profiler, and store it in a unordered_set so that it can be referenced |
| * in the future. |
| * Notice if the operator is not a sub-operator, just return the char pointer back. |
| * \param op_type The registed name of the operator |
| * \return Returns a pointer to the display name generated |
| */ |
| const char* GenerateDisplayName(const char* op_type) { |
| if (!op_type) { |
| return nullptr; |
| } |
| Tid tid = std::this_thread::get_id(); |
| std::lock_guard<std::mutex> lock(mutex_); |
| if (tid_to_op_type_.find(tid) == tid_to_op_type_.end()) { |
| return op_type; |
| } |
| std::string name = MakeSubOperatorName(tid, op_type); |
| return display_names_.insert(name).first->c_str(); |
| } |
| |
| private: |
| /* !\brief make the display name for sub-operators */ |
| inline std::string MakeSubOperatorName(const Tid& tid, const char* op_type) { |
| return tid_to_op_type_[tid] + "::" + std::string(op_type); |
| } |
| /* !\brief make the display name for the pure python call back function i.e. |
| * forward() or backward() in the custom operator definition |
| */ |
| inline std::string MakePythonCodeName(const std::string& op_type) { |
| return op_type + "::pure_python"; |
| } |
| /*! \brief class mutex */ |
| std::mutex mutex_; |
| /* !\brief display names for sub-operators in custom ops */ |
| std::unordered_set<std::string> display_names_; |
| /* !\brief profiling tasks for pure python code in custom operators */ |
| std::unordered_map<Tid, TaskPtr> tasks_; |
| /* !\brief the maping from thread id to the registered name op the custom operator |
| * that is runnin on that thread |
| */ |
| std::unordered_map<Tid, std::string> tid_to_op_type_; |
| }; |
| } // namespace profiler |
| } // namespace mxnet |
| |
| #endif // MXNET_PROFILER_CUSTOM_OP_PROFILER_H_ |