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format_transfer_unittest.cc 3.1 kB

5 years ago
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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. #include <gtest/gtest.h>
  17. #include "common/formats/format_transfers/format_transfer_nchw_nc1hwc0.h"
  18. #include "common/formats/format_transfers/format_transfer.h"
  19. #include "common/formats/utils/formats_trans_utils.h"
  20. namespace ge {
  21. namespace formats {
  22. class UtestFormatTransfer : public testing::Test {
  23. protected:
  24. void SetUp() {}
  25. void TearDown() {}
  26. };
  27. TEST_F(UtestFormatTransfer, build_transfer_success) {
  28. uint8_t data[1 * 3 * 224 * 224 * 2];
  29. TransArgs args{data, FORMAT_NCHW, FORMAT_NC1HWC0, {1, 3, 224, 224}, {1, 1, 224, 224, 16}, DT_FLOAT16};
  30. auto transfer = BuildFormatTransfer(args);
  31. EXPECT_NE(transfer, nullptr);
  32. }
  33. TEST_F(UtestFormatTransfer, build_unsupported_transfer) {
  34. uint8_t data[1 * 3 * 224 * 224 * 2];
  35. TransArgs args1{data, FORMAT_RESERVED, FORMAT_NCHW, {1, 1, 224, 224, 16}, {1, 3, 224, 224}, DT_FLOAT16};
  36. auto transfer1 = BuildFormatTransfer(args1);
  37. EXPECT_EQ(transfer1, nullptr);
  38. TransArgs args2{data, FORMAT_NCHW, FORMAT_RESERVED, {1, 3, 224, 224}, {1, 1, 224, 224, 16}, DT_FLOAT16};
  39. auto transfer2 = BuildFormatTransfer(args2);
  40. EXPECT_EQ(transfer2, nullptr);
  41. }
  42. TEST_F(UtestFormatTransfer, get_size_by_data_type) {
  43. EXPECT_EQ(GetSizeByDataType(DT_FLOAT), 4);
  44. EXPECT_EQ(GetSizeByDataType(DT_FLOAT16), 2);
  45. EXPECT_EQ(GetSizeByDataType(DT_INT8), 1);
  46. EXPECT_EQ(GetSizeByDataType(DT_INT16), 2);
  47. EXPECT_EQ(GetSizeByDataType(DT_UINT16), 2);
  48. EXPECT_EQ(GetSizeByDataType(DT_UINT8), 1);
  49. EXPECT_EQ(GetSizeByDataType(DT_INT32), 4);
  50. EXPECT_EQ(GetSizeByDataType(DT_INT64), 8);
  51. EXPECT_EQ(GetSizeByDataType(DT_UINT32), 4);
  52. EXPECT_EQ(GetSizeByDataType(DT_UINT64), 8);
  53. EXPECT_EQ(GetSizeByDataType(DT_BOOL), 1);
  54. EXPECT_EQ(GetSizeByDataType(DT_DOUBLE), 8);
  55. EXPECT_EQ(GetSizeByDataType(DT_STRING), -1);
  56. EXPECT_EQ(GetSizeByDataType(DT_DUAL_SUB_INT8), 1);
  57. EXPECT_EQ(GetSizeByDataType(DT_DUAL_SUB_UINT8), 1);
  58. EXPECT_EQ(GetSizeByDataType(DT_COMPLEX64), 8);
  59. EXPECT_EQ(GetSizeByDataType(DT_COMPLEX128), 16);
  60. EXPECT_EQ(GetSizeByDataType(DT_QINT8), 1);
  61. EXPECT_EQ(GetSizeByDataType(DT_QINT16), 2);
  62. EXPECT_EQ(GetSizeByDataType(DT_QINT32), 4);
  63. EXPECT_EQ(GetSizeByDataType(DT_QUINT8), 1);
  64. EXPECT_EQ(GetSizeByDataType(DT_QUINT16), 2);
  65. EXPECT_EQ(GetSizeByDataType(DT_RESOURCE), -1);
  66. EXPECT_EQ(GetSizeByDataType(DT_STRING_REF), -1);
  67. EXPECT_EQ(GetSizeByDataType(DT_DUAL), 5);
  68. EXPECT_EQ(GetSizeByDataType(DT_UNDEFINED), -1);
  69. EXPECT_EQ(DT_UNDEFINED, 26);
  70. }
  71. } // namespace formats
  72. } // 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