Nina Drozd | 59e15b0 | 2019-04-25 15:45:20 +0100 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2017 Arm Ltd. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
| 6 | #include <boost/test/unit_test.hpp> |
| 7 | |
| 8 | #include "../QuantizationDataSet.hpp" |
Francis Murtagh | 532a29d | 2020-06-29 11:50:01 +0100 | [diff] [blame] | 9 | |
| 10 | #include <armnn/Optional.hpp> |
| 11 | #include <Filesystem.hpp> |
Nina Drozd | 59e15b0 | 2019-04-25 15:45:20 +0100 | [diff] [blame] | 12 | #include <iostream> |
| 13 | #include <fstream> |
| 14 | #include <vector> |
| 15 | #include <map> |
| 16 | |
Nina Drozd | 59e15b0 | 2019-04-25 15:45:20 +0100 | [diff] [blame] | 17 | |
| 18 | using namespace armnnQuantizer; |
| 19 | |
| 20 | struct CsvTestHelper { |
| 21 | |
| 22 | CsvTestHelper() |
| 23 | { |
| 24 | BOOST_TEST_MESSAGE("setup fixture"); |
| 25 | } |
| 26 | |
| 27 | ~CsvTestHelper() |
| 28 | { |
| 29 | BOOST_TEST_MESSAGE("teardown fixture"); |
| 30 | TearDown(); |
| 31 | } |
| 32 | |
| 33 | std::string CreateTempCsvFile(std::map<int, std::vector<float>> csvData) |
| 34 | { |
Francis Murtagh | 532a29d | 2020-06-29 11:50:01 +0100 | [diff] [blame] | 35 | fs::path fileDir = fs::temp_directory_path(); |
| 36 | fs::path p = armnnUtils::Filesystem::NamedTempFile("Armnn-QuantizationCreateTempCsvFileTest-TempFile.csv"); |
Nina Drozd | 59e15b0 | 2019-04-25 15:45:20 +0100 | [diff] [blame] | 37 | |
Francis Murtagh | 532a29d | 2020-06-29 11:50:01 +0100 | [diff] [blame] | 38 | fs::path tensorInput1{fileDir / "input_0_0.raw"}; |
| 39 | fs::path tensorInput2{fileDir / "input_1_0.raw"}; |
| 40 | fs::path tensorInput3{fileDir / "input_2_0.raw"}; |
Nina Drozd | 59e15b0 | 2019-04-25 15:45:20 +0100 | [diff] [blame] | 41 | |
| 42 | try |
| 43 | { |
Francis Murtagh | 532a29d | 2020-06-29 11:50:01 +0100 | [diff] [blame] | 44 | std::ofstream ofs{p}; |
Nina Drozd | 59e15b0 | 2019-04-25 15:45:20 +0100 | [diff] [blame] | 45 | |
Francis Murtagh | 532a29d | 2020-06-29 11:50:01 +0100 | [diff] [blame] | 46 | std::ofstream ofs1{tensorInput1}; |
| 47 | std::ofstream ofs2{tensorInput2}; |
| 48 | std::ofstream ofs3{tensorInput3}; |
Nina Drozd | 59e15b0 | 2019-04-25 15:45:20 +0100 | [diff] [blame] | 49 | |
| 50 | |
| 51 | for(auto entry : csvData.at(0)) |
| 52 | { |
| 53 | ofs1 << entry << " "; |
| 54 | } |
| 55 | for(auto entry : csvData.at(1)) |
| 56 | { |
| 57 | ofs2 << entry << " "; |
| 58 | } |
| 59 | for(auto entry : csvData.at(2)) |
| 60 | { |
| 61 | ofs3 << entry << " "; |
| 62 | } |
| 63 | |
| 64 | ofs << "0, 0, " << tensorInput1.c_str() << std::endl; |
| 65 | ofs << "2, 0, " << tensorInput3.c_str() << std::endl; |
| 66 | ofs << "1, 0, " << tensorInput2.c_str() << std::endl; |
| 67 | |
| 68 | ofs.close(); |
| 69 | ofs1.close(); |
| 70 | ofs2.close(); |
| 71 | ofs3.close(); |
| 72 | } |
| 73 | catch (std::exception &e) |
| 74 | { |
| 75 | std::cerr << "Unable to write to file at location [" << p.c_str() << "] : " << e.what() << std::endl; |
| 76 | BOOST_TEST(false); |
| 77 | } |
| 78 | |
| 79 | m_CsvFile = p; |
| 80 | return p.string(); |
| 81 | } |
| 82 | |
| 83 | void TearDown() |
| 84 | { |
| 85 | RemoveCsvFile(); |
| 86 | } |
| 87 | |
| 88 | void RemoveCsvFile() |
| 89 | { |
| 90 | if (m_CsvFile) |
| 91 | { |
| 92 | try |
| 93 | { |
Francis Murtagh | 532a29d | 2020-06-29 11:50:01 +0100 | [diff] [blame] | 94 | fs::remove(m_CsvFile.value()); |
Nina Drozd | 59e15b0 | 2019-04-25 15:45:20 +0100 | [diff] [blame] | 95 | } |
| 96 | catch (std::exception &e) |
| 97 | { |
Francis Murtagh | 532a29d | 2020-06-29 11:50:01 +0100 | [diff] [blame] | 98 | std::cerr << "Unable to delete file [" << m_CsvFile.value() << "] : " << e.what() << std::endl; |
Nina Drozd | 59e15b0 | 2019-04-25 15:45:20 +0100 | [diff] [blame] | 99 | BOOST_TEST(false); |
| 100 | } |
| 101 | } |
| 102 | } |
| 103 | |
Francis Murtagh | 532a29d | 2020-06-29 11:50:01 +0100 | [diff] [blame] | 104 | armnn::Optional<fs::path> m_CsvFile; |
Nina Drozd | 59e15b0 | 2019-04-25 15:45:20 +0100 | [diff] [blame] | 105 | }; |
| 106 | |
| 107 | |
| 108 | BOOST_AUTO_TEST_SUITE(QuantizationDataSetTests) |
| 109 | |
| 110 | BOOST_FIXTURE_TEST_CASE(CheckDataSet, CsvTestHelper) |
| 111 | { |
| 112 | |
| 113 | std::map<int, std::vector<float>> csvData; |
| 114 | csvData.insert(std::pair<int, std::vector<float>>(0, { 0.111111f, 0.222222f, 0.333333f })); |
| 115 | csvData.insert(std::pair<int, std::vector<float>>(1, { 0.444444f, 0.555555f, 0.666666f })); |
| 116 | csvData.insert(std::pair<int, std::vector<float>>(2, { 0.777777f, 0.888888f, 0.999999f })); |
| 117 | |
| 118 | std::string myCsvFile = CsvTestHelper::CreateTempCsvFile(csvData); |
| 119 | QuantizationDataSet dataSet(myCsvFile); |
| 120 | BOOST_TEST(!dataSet.IsEmpty()); |
| 121 | |
| 122 | int csvRow = 0; |
| 123 | for(armnnQuantizer::QuantizationInput input : dataSet) |
| 124 | { |
| 125 | BOOST_TEST(input.GetPassId() == csvRow); |
| 126 | |
| 127 | BOOST_TEST(input.GetLayerBindingIds().size() == 1); |
| 128 | BOOST_TEST(input.GetLayerBindingIds()[0] == 0); |
| 129 | BOOST_TEST(input.GetDataForEntry(0).size() == 3); |
| 130 | |
| 131 | // Check that QuantizationInput data for binding ID 0 corresponds to float values |
| 132 | // used for populating the CSV file using by QuantizationDataSet |
| 133 | BOOST_TEST(input.GetDataForEntry(0).at(0) == csvData.at(csvRow).at(0)); |
| 134 | BOOST_TEST(input.GetDataForEntry(0).at(1) == csvData.at(csvRow).at(1)); |
| 135 | BOOST_TEST(input.GetDataForEntry(0).at(2) == csvData.at(csvRow).at(2)); |
| 136 | ++csvRow; |
| 137 | } |
| 138 | } |
| 139 | |
| 140 | BOOST_AUTO_TEST_SUITE_END(); |