| 23 | } |
| 24 | |
| 25 | std::unique_ptr<MnistDatabase::TTestCaseData> MnistDatabase::GetTestCaseData(unsigned int testCaseId) |
| 26 | { |
| 27 | std::vector<unsigned char> I(g_kMnistImageByteSize); |
| 28 | unsigned int label = 0; |
| 29 | |
| 30 | std::string imagePath = m_BinaryDirectory + std::string("t10k-images.idx3-ubyte"); |
| 31 | std::string labelPath = m_BinaryDirectory + std::string("t10k-labels.idx1-ubyte"); |
| 32 | |
| 33 | std::ifstream imageStream(imagePath, std::ios::binary); |
| 34 | std::ifstream labelStream(labelPath, std::ios::binary); |
| 35 | |
| 36 | if (!imageStream.is_open()) |
| 37 | { |
| 38 | ARMNN_LOG(fatal) << "Failed to load " << imagePath; |
| 39 | return nullptr; |
| 40 | } |
| 41 | if (!labelStream.is_open()) |
| 42 | { |
| 43 | ARMNN_LOG(fatal) << "Failed to load " << imagePath; |
| 44 | return nullptr; |
| 45 | } |
| 46 | |
| 47 | unsigned int magic, num, row, col; |
| 48 | |
| 49 | // Checks the files have the correct header. |
| 50 | imageStream.read(reinterpret_cast<char*>(&magic), sizeof(magic)); |
| 51 | if (magic != 0x03080000) |
| 52 | { |
| 53 | ARMNN_LOG(fatal) << "Failed to read " << imagePath; |
| 54 | return nullptr; |
| 55 | } |
| 56 | labelStream.read(reinterpret_cast<char*>(&magic), sizeof(magic)); |
| 57 | if (magic != 0x01080000) |
| 58 | { |
| 59 | ARMNN_LOG(fatal) << "Failed to read " << labelPath; |
| 60 | return nullptr; |
| 61 | } |
| 62 | |
| 63 | // Endian swaps the image and label file - all the integers in the files are stored in MSB first(high endian) |
| 64 | // format, hence it needs to flip the bytes of the header if using it on Intel processors or low-endian machines |
| 65 | labelStream.read(reinterpret_cast<char*>(&num), sizeof(num)); |
| 66 | imageStream.read(reinterpret_cast<char*>(&num), sizeof(num)); |
| 67 | EndianSwap(num); |
| 68 | imageStream.read(reinterpret_cast<char*>(&row), sizeof(row)); |
| 69 | EndianSwap(row); |
| 70 | imageStream.read(reinterpret_cast<char*>(&col), sizeof(col)); |
| 71 | EndianSwap(col); |
| 72 | |
| 73 | // Reads image and label into memory. |
| 74 | imageStream.seekg(testCaseId * g_kMnistImageByteSize, std::ios_base::cur); |
| 75 | imageStream.read(reinterpret_cast<char*>(&I[0]), g_kMnistImageByteSize); |
| 76 | labelStream.seekg(testCaseId, std::ios_base::cur); |
| 77 | labelStream.read(reinterpret_cast<char*>(&label), 1); |
| 78 | |
| 79 | if (!imageStream.good()) |
| 80 | { |
| 81 | ARMNN_LOG(fatal) << "Failed to read " << imagePath; |
| 82 | return nullptr; |
nothing calls this directly
no test coverage detected