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block_memory.h 1.7 kB

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  1. /**
  2. * Copyright 2019-2020 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_GRAPH_MANAGER_BLOCK_MEMORY_H_
  17. #define GE_GRAPH_MANAGER_BLOCK_MEMORY_H_
  18. namespace ge {
  19. struct Block;
  20. typedef bool (*Comparison)(const Block *, const Block *);
  21. using BlockBin = std::set<Block *, Comparison>;
  22. struct Block {
  23. uint32_t device_id; // npu device id
  24. size_t size; // block size in bytes
  25. BlockBin *bin; // owning block bin
  26. uint8_t *ptr; // memory address
  27. bool allocated; // in-use flag
  28. Block *prev; // prev block if split from a larger allocation
  29. Block *next; // next block if split from a larger allocation
  30. Block(uint32_t device, size_t size, BlockBin *bin, uint8_t *ptr)
  31. : device_id(device), size(size), bin(bin), ptr(ptr), allocated(false), prev(nullptr), next(nullptr) {}
  32. // constructor for search key
  33. Block(uint32_t device, size_t size, uint8_t *ptr)
  34. : device_id(device), size(size), bin(nullptr), ptr(ptr), allocated(false), prev(nullptr), next(nullptr) {}
  35. bool IsSplit() const { return (prev != nullptr) || (next != nullptr); }
  36. };
  37. } // namespace ge
  38. #endif // GE_GRAPH_MANAGER_BLOCK_MEMORY_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