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compress.h 1.4 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 COMPRESS_H
  17. #define COMPRESS_H
  18. #include <uchar.h>
  19. enum CmpStatus { RET_SUCCESS = 0, RET_ERROR = -1 };
  20. struct CompressConfig {
  21. size_t inputSize; // length of data to compress
  22. size_t engineNum; // how many decompress engines
  23. size_t maxRatio; // how much size of a basic compression block, only 64 supported now (8x: 64 4x: 32)
  24. size_t channel; // channels of L2 or DDR. For load balance
  25. size_t fractalSize; // size of compressing block
  26. bool isTight; // whether compose compressed data tightly
  27. size_t init_offset;
  28. };
  29. CmpStatus CompressWeights(char* input, const CompressConfig& compressConfig, char* indexs, char* output,
  30. size_t& compressedLength);
  31. #endif // COMPRESS_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