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formats.cc 3.8 kB

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  1. /**
  2. * Copyright 2019 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/formats/formats.h"
  17. #include <securec.h>
  18. #include <cmath>
  19. #include <cstring>
  20. #include <functional>
  21. #include <sstream>
  22. #include <string>
  23. #include <vector>
  24. #include "common/formats/utils/formats_trans_utils.h"
  25. #include "framework/common/debug/ge_log.h"
  26. #include "framework/common/debug/log.h"
  27. #include "framework/common/ge_inner_error_codes.h"
  28. #include "graph/utils/type_utils.h"
  29. namespace ge {
  30. namespace formats {
  31. GE_FUNC_DEV_VISIBILITY GE_FUNC_HOST_VISIBILITY Status TransFormat(const TransArgs &args, TransResult &result) {
  32. auto transfer = BuildFormatTransfer(args);
  33. if (transfer == nullptr) {
  34. std::string error = "Failed to trans data from format " +
  35. FmtToStr(TypeUtils::FormatToSerialString(args.src_format)) + " to " +
  36. FmtToStr(TypeUtils::FormatToSerialString(args.dst_format));
  37. GE_ERRORLOG_AND_ERRORMSG(UNSUPPORTED, error.c_str());
  38. return UNSUPPORTED;
  39. }
  40. auto src_shape_size = GetItemNumByShape(args.src_shape);
  41. if (args.data == nullptr && src_shape_size != 0) {
  42. GELOGE(PARAM_INVALID, "Invalid input null data");
  43. return PARAM_INVALID;
  44. }
  45. return transfer->TransFormat(args, result);
  46. }
  47. GE_FUNC_DEV_VISIBILITY GE_FUNC_HOST_VISIBILITY Status TransShape(Format src_format,
  48. const std::vector<int64_t> &src_shape,
  49. DataType data_type,
  50. Format dst_format,
  51. std::vector<int64_t> &dst_shape) {
  52. formats::TransArgs args;
  53. args.src_format = src_format;
  54. args.dst_format = dst_format;
  55. auto transfer = BuildFormatTransfer(args);
  56. if (transfer == nullptr) {
  57. std::string error = "Failed to trans data from format " +
  58. FmtToStr(TypeUtils::FormatToSerialString(args.src_format)) + " to " +
  59. FmtToStr(TypeUtils::FormatToSerialString(args.dst_format));
  60. GE_ERRORLOG_AND_ERRORMSG(UNSUPPORTED, error.c_str());
  61. return UNSUPPORTED;
  62. }
  63. return transfer->TransShape(src_format, src_shape, data_type, dst_format, dst_shape);
  64. }
  65. GE_FUNC_DEV_VISIBILITY GE_FUNC_HOST_VISIBILITY Status TransDataType(const CastArgs &args, TransResult &result) {
  66. auto transfer = BuildDataTypeTransfer(args);
  67. if (transfer == nullptr) {
  68. std::string error = "Failed to trans data from datatype " +
  69. FmtToStr(TypeUtils::DataTypeToSerialString(args.src_data_type)) + " to " +
  70. FmtToStr(TypeUtils::DataTypeToSerialString(args.dst_data_type));
  71. GE_ERRORLOG_AND_ERRORMSG(UNSUPPORTED, error.c_str());
  72. return UNSUPPORTED;
  73. }
  74. if (args.data == nullptr && args.src_data_size != 0) {
  75. GELOGE(PARAM_INVALID, "Invalid input null data");
  76. return PARAM_INVALID;
  77. }
  78. return transfer->TransDataType(args, result);
  79. }
  80. GE_FUNC_DEV_VISIBILITY GE_FUNC_HOST_VISIBILITY bool IsTransFormatSupport(const TransArgs &args) {
  81. return FormatTransferExists(args);
  82. }
  83. GE_FUNC_DEV_VISIBILITY GE_FUNC_HOST_VISIBILITY bool IsTransDataTypeSupport(const CastArgs &args) {
  84. return DataTypeTransferExists(args);
  85. }
  86. } // namespace formats
  87. } // 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