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thread_pool.h 2.4 kB

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  1. /**
  2. * Copyright 2020 Huawei Technologies Co., Ltd
  3. *
  4. * Licensed under the Apache License, Version 2.0 (the "License");
  5. * you may not use this file except in compliance with the License.
  6. * You may obtain a copy of the License at
  7. *
  8. * http://www.apache.org/licenses/LICENSE-2.0
  9. *
  10. * Unless required by applicable law or agreed to in writing, software
  11. * distributed under the License is distributed on an "AS IS" BASIS,
  12. * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  13. * See the License for the specific language governing permissions and
  14. * limitations under the License.
  15. */
  16. #ifndef GE_COMMON_THREAD_POOL_H_
  17. #define GE_COMMON_THREAD_POOL_H_
  18. #include <atomic>
  19. #include <condition_variable>
  20. #include <functional>
  21. #include <future>
  22. #include <memory>
  23. #include <queue>
  24. #include <stdexcept>
  25. #include <thread>
  26. #include <utility>
  27. #include <vector>
  28. #include "framework/common/debug/ge_log.h"
  29. #include "framework/common/ge_inner_error_codes.h"
  30. #include "external/ge/ge_api_error_codes.h"
  31. #include "external/graph/types.h"
  32. #include "common/ge/ge_util.h"
  33. namespace ge {
  34. using ThreadTask = std::function<void()>;
  35. class ThreadPool {
  36. public:
  37. explicit ThreadPool(uint32_t size = 4);
  38. ~ThreadPool();
  39. template <class Func, class... Args>
  40. auto commit(Func &&func, Args &&... args) -> std::future<decltype(func(args...))> {
  41. GELOGD("commit run task enter.");
  42. using retType = decltype(func(args...));
  43. std::future<retType> fail_future;
  44. if (is_stoped_.load()) {
  45. GELOGE(ge::FAILED, "thread pool has been stopped.");
  46. return fail_future;
  47. }
  48. auto bindFunc = std::bind(std::forward<Func>(func), std::forward<Args>(args)...);
  49. auto task = ge::MakeShared<std::packaged_task<retType()>>(bindFunc);
  50. if (task == nullptr) {
  51. GELOGE(ge::FAILED, "Make shared failed.");
  52. return fail_future;
  53. }
  54. std::future<retType> future = task->get_future();
  55. {
  56. std::lock_guard<std::mutex> lock{m_lock_};
  57. tasks_.emplace([task]() { (*task)(); });
  58. }
  59. cond_var_.notify_one();
  60. GELOGD("commit run task end");
  61. return future;
  62. }
  63. static void ThreadFunc(ThreadPool *thread_pool);
  64. private:
  65. std::vector<std::thread> pool_;
  66. std::queue<ThreadTask> tasks_;
  67. std::mutex m_lock_;
  68. std::condition_variable cond_var_;
  69. std::atomic<bool> is_stoped_;
  70. std::atomic<uint32_t> idle_thrd_num_;
  71. };
  72. } // namespace ge
  73. #endif // GE_COMMON_THREAD_POOL_H_

图引擎模块(GE)是MindSpore的一个子模块,其代码由C++实现,位于前端模块ME和底层硬件之间,起到承接作用。图引擎模块以ME下发的图作为输入,然后进行一系列的深度图优化操作,最后输出一张可以在底层硬件上高效运行的图。GE针对昇腾AI处理器的硬件结构特点,做了特定的优化工作,以此来充分发挥出昇腾AI处理器的强大算力。在进行模型训练/推理时,GE会被自动调用而用户并不感知。GE主要由GE API和GE Core两部分组成,详细的架构图如下所示