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model_parser.cc 4.8 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. #include "common/model_parser/model_parser.h"
  17. #include <fstream>
  18. #include <string>
  19. #include "securec.h"
  20. #include "common/helper/model_helper.h"
  21. namespace ge {
  22. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY ModelParserBase::ModelParserBase() {}
  23. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY ModelParserBase::~ModelParserBase() {}
  24. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ModelParserBase::LoadFromFile(const char *model_path,
  25. const char *key, int32_t priority,
  26. ge::ModelData &model_data) {
  27. std::string real_path = RealPath(model_path);
  28. if (real_path.empty()) {
  29. GELOGE(ACL_ERROR_GE_EXEC_MODEL_PATH_INVALID, "Model file path '%s' is invalid", model_path);
  30. return ACL_ERROR_GE_EXEC_MODEL_PATH_INVALID;
  31. }
  32. if (GetFileLength(model_path) == -1) {
  33. GELOGE(ACL_ERROR_GE_EXEC_MODEL_PATH_INVALID, "File size not valid, file: %s.", model_path);
  34. return ACL_ERROR_GE_EXEC_MODEL_PATH_INVALID;
  35. }
  36. std::ifstream fs(real_path.c_str(), std::ifstream::binary);
  37. if (!fs.is_open()) {
  38. GELOGE(ACL_ERROR_GE_EXEC_MODEL_PATH_INVALID, "Open file: %s failed, error: %s", model_path, strerror(errno));
  39. return ACL_ERROR_GE_EXEC_MODEL_PATH_INVALID;
  40. }
  41. // get length of file:
  42. (void)fs.seekg(0, std::ifstream::end);
  43. uint32_t len = static_cast<uint32_t>(fs.tellg());
  44. GE_CHECK_GE(len, 1);
  45. (void)fs.seekg(0, std::ifstream::beg);
  46. char *data = new (std::nothrow) char[len];
  47. if (data == nullptr) {
  48. GELOGE(ACL_ERROR_GE_MEMORY_ALLOCATION, "Load model From file failed, bad memory allocation occur. (need:%u)", len);
  49. return ACL_ERROR_GE_MEMORY_ALLOCATION;
  50. }
  51. // read data as a block:
  52. (void)fs.read(data, len);
  53. ModelHelper model_helper;
  54. model_helper.GetBaseNameFromFileName(model_path, model_data.om_name);
  55. // Set the model data parameter
  56. model_data.model_data = data;
  57. model_data.model_len = len;
  58. model_data.priority = priority;
  59. model_data.key = (key == nullptr) ? "" : key;
  60. return SUCCESS;
  61. }
  62. FMK_FUNC_HOST_VISIBILITY FMK_FUNC_DEV_VISIBILITY Status ModelParserBase::ParseModelContent(const ge::ModelData &model,
  63. uint8_t *&model_data,
  64. uint32_t &model_len) {
  65. // Parameter validity check
  66. GE_CHECK_NOTNULL(model.model_data);
  67. // Model length too small
  68. GE_CHK_BOOL_RET_STATUS(model.model_len >= sizeof(ModelFileHeader), ACL_ERROR_GE_EXEC_MODEL_DATA_SIZE_INVALID,
  69. "Invalid model. Model data size %u must be greater than or equal to %zu.", model.model_len,
  70. sizeof(ModelFileHeader));
  71. // Get file header
  72. auto file_header = reinterpret_cast<ModelFileHeader *>(model.model_data);
  73. // Determine whether the file length and magic number match
  74. GE_CHK_BOOL_RET_STATUS(
  75. file_header->length == model.model_len - sizeof(ModelFileHeader) && file_header->magic == MODEL_FILE_MAGIC_NUM,
  76. ACL_ERROR_GE_EXEC_MODEL_DATA_SIZE_INVALID,
  77. "Invalid model. file_header->length[%u] + sizeof(ModelFileHeader)[%zu] != model->model_len[%u] || "
  78. "MODEL_FILE_MAGIC_NUM[%u] != file_header->magic[%u]",
  79. file_header->length, sizeof(ModelFileHeader), model.model_len, MODEL_FILE_MAGIC_NUM, file_header->magic);
  80. Status res = SUCCESS;
  81. // Get data address
  82. uint8_t *data = reinterpret_cast<uint8_t *>(model.model_data) + sizeof(ModelFileHeader);
  83. if (file_header->is_encrypt == ModelEncryptType::UNENCRYPTED) { // Unencrypted model
  84. GE_CHK_BOOL_RET_STATUS(model.key.empty(), ACL_ERROR_GE_PARAM_INVALID,
  85. "Invalid param. model is unencrypted, but key is not empty.");
  86. model_data = data;
  87. model_len = file_header->length;
  88. GELOGD("Model_len is %u, model_file_head_len is %zu.", model_len, sizeof(ModelFileHeader));
  89. } else {
  90. GELOGE(ACL_ERROR_GE_PARAM_INVALID, "Invalid model. ModelEncryptType not supported.");
  91. res = ACL_ERROR_GE_PARAM_INVALID;
  92. }
  93. return res;
  94. }
  95. } // namespace ge

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