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hub / github.com/ARM-software/armnn / GetTestCaseData

Method GetTestCaseData

tests/MnistDatabase.cpp:25–105  ·  view source on GitHub ↗

Source from the content-addressed store, hash-verified

23}
24
25std::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;

Callers

nothing calls this directly

Calls 2

EndianSwapFunction · 0.85
resizeMethod · 0.80

Tested by

no test coverage detected