telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2017 Arm Ltd. All rights reserved. |
David Beck | ecb56cd | 2018-09-05 12:52:57 +0100 | [diff] [blame] | 3 | // SPDX-License-Identifier: MIT |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 4 | // |
| 5 | #include "InferenceTest.hpp" |
| 6 | |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 7 | #include <armnn/utility/Assert.hpp> |
| 8 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 9 | #include "../src/armnn/Profiling.hpp" |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 10 | #include <boost/numeric/conversion/cast.hpp> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 11 | #include <boost/filesystem/path.hpp> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 12 | #include <boost/format.hpp> |
| 13 | #include <boost/program_options.hpp> |
| 14 | #include <boost/filesystem/operations.hpp> |
| 15 | |
| 16 | #include <fstream> |
| 17 | #include <iostream> |
| 18 | #include <iomanip> |
| 19 | #include <array> |
| 20 | |
| 21 | using namespace std; |
| 22 | using namespace std::chrono; |
| 23 | using namespace armnn::test; |
| 24 | |
| 25 | namespace armnn |
| 26 | { |
| 27 | namespace test |
| 28 | { |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 29 | /// Parse the command line of an ArmNN (or referencetests) inference test program. |
| 30 | /// \return false if any error occurred during options processing, otherwise true |
| 31 | bool ParseCommandLine(int argc, char** argv, IInferenceTestCaseProvider& testCaseProvider, |
| 32 | InferenceTestOptions& outParams) |
| 33 | { |
| 34 | namespace po = boost::program_options; |
| 35 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 36 | po::options_description desc("Options"); |
| 37 | |
| 38 | try |
| 39 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 40 | // Adds generic options needed for all inference tests. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 41 | desc.add_options() |
| 42 | ("help", "Display help messages") |
| 43 | ("iterations,i", po::value<unsigned int>(&outParams.m_IterationCount)->default_value(0), |
| 44 | "Sets the number number of inferences to perform. If unset, a default number will be ran.") |
| 45 | ("inference-times-file", po::value<std::string>(&outParams.m_InferenceTimesFile)->default_value(""), |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 46 | "If non-empty, each individual inference time will be recorded and output to this file") |
| 47 | ("event-based-profiling,e", po::value<bool>(&outParams.m_EnableProfiling)->default_value(0), |
| 48 | "Enables built in profiler. If unset, defaults to off."); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 49 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 50 | // Adds options specific to the ITestCaseProvider. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 51 | testCaseProvider.AddCommandLineOptions(desc); |
| 52 | } |
| 53 | catch (const std::exception& e) |
| 54 | { |
| 55 | // Coverity points out that default_value(...) can throw a bad_lexical_cast, |
| 56 | // and that desc.add_options() can throw boost::io::too_few_args. |
| 57 | // They really won't in any of these cases. |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 58 | ARMNN_ASSERT_MSG(false, "Caught unexpected exception"); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 59 | std::cerr << "Fatal internal error: " << e.what() << std::endl; |
| 60 | return false; |
| 61 | } |
| 62 | |
| 63 | po::variables_map vm; |
| 64 | |
| 65 | try |
| 66 | { |
| 67 | po::store(po::parse_command_line(argc, argv, desc), vm); |
| 68 | |
| 69 | if (vm.count("help")) |
| 70 | { |
| 71 | std::cout << desc << std::endl; |
| 72 | return false; |
| 73 | } |
| 74 | |
| 75 | po::notify(vm); |
| 76 | } |
| 77 | catch (po::error& e) |
| 78 | { |
| 79 | std::cerr << e.what() << std::endl << std::endl; |
| 80 | std::cerr << desc << std::endl; |
| 81 | return false; |
| 82 | } |
| 83 | |
Matthew Bentham | 3e68b97 | 2019-04-09 13:10:46 +0100 | [diff] [blame] | 84 | if (!testCaseProvider.ProcessCommandLineOptions(outParams)) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 85 | { |
| 86 | return false; |
| 87 | } |
| 88 | |
| 89 | return true; |
| 90 | } |
| 91 | |
| 92 | bool ValidateDirectory(std::string& dir) |
| 93 | { |
Éanna Ó Catháin | a4247d5 | 2019-05-08 14:00:45 +0100 | [diff] [blame] | 94 | if (dir.empty()) |
| 95 | { |
| 96 | std::cerr << "No directory specified" << std::endl; |
| 97 | return false; |
| 98 | } |
| 99 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 100 | if (dir[dir.length() - 1] != '/') |
| 101 | { |
| 102 | dir += "/"; |
| 103 | } |
| 104 | |
| 105 | if (!boost::filesystem::exists(dir)) |
| 106 | { |
| 107 | std::cerr << "Given directory " << dir << " does not exist" << std::endl; |
| 108 | return false; |
| 109 | } |
| 110 | |
Éanna Ó Catháin | a4247d5 | 2019-05-08 14:00:45 +0100 | [diff] [blame] | 111 | if (!boost::filesystem::is_directory(dir)) |
| 112 | { |
| 113 | std::cerr << "Given directory [" << dir << "] is not a directory" << std::endl; |
| 114 | return false; |
| 115 | } |
| 116 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 117 | return true; |
| 118 | } |
| 119 | |
| 120 | bool InferenceTest(const InferenceTestOptions& params, |
| 121 | const std::vector<unsigned int>& defaultTestCaseIds, |
| 122 | IInferenceTestCaseProvider& testCaseProvider) |
| 123 | { |
| 124 | #if !defined (NDEBUG) |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 125 | if (params.m_IterationCount > 0) // If just running a few select images then don't bother to warn. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 126 | { |
Derek Lamberti | 0844697 | 2019-11-26 16:38:31 +0000 | [diff] [blame] | 127 | ARMNN_LOG(warning) << "Performance test running in DEBUG build - results may be inaccurate."; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 128 | } |
| 129 | #endif |
| 130 | |
| 131 | double totalTime = 0; |
| 132 | unsigned int nbProcessed = 0; |
| 133 | bool success = true; |
| 134 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 135 | // Opens the file to write inference times too, if needed. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 136 | ofstream inferenceTimesFile; |
| 137 | const bool recordInferenceTimes = !params.m_InferenceTimesFile.empty(); |
| 138 | if (recordInferenceTimes) |
| 139 | { |
| 140 | inferenceTimesFile.open(params.m_InferenceTimesFile.c_str(), ios_base::trunc | ios_base::out); |
| 141 | if (!inferenceTimesFile.good()) |
| 142 | { |
Derek Lamberti | 0844697 | 2019-11-26 16:38:31 +0000 | [diff] [blame] | 143 | ARMNN_LOG(error) << "Failed to open inference times file for writing: " |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 144 | << params.m_InferenceTimesFile; |
| 145 | return false; |
| 146 | } |
| 147 | } |
| 148 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 149 | // Create a profiler and register it for the current thread. |
| 150 | std::unique_ptr<Profiler> profiler = std::make_unique<Profiler>(); |
| 151 | ProfilerManager::GetInstance().RegisterProfiler(profiler.get()); |
| 152 | |
| 153 | // Enable profiling if requested. |
| 154 | profiler->EnableProfiling(params.m_EnableProfiling); |
| 155 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 156 | // Run a single test case to 'warm-up' the model. The first one can sometimes take up to 10x longer |
| 157 | std::unique_ptr<IInferenceTestCase> warmupTestCase = testCaseProvider.GetTestCase(0); |
| 158 | if (warmupTestCase == nullptr) |
| 159 | { |
Derek Lamberti | 0844697 | 2019-11-26 16:38:31 +0000 | [diff] [blame] | 160 | ARMNN_LOG(error) << "Failed to load test case"; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 161 | return false; |
| 162 | } |
| 163 | |
| 164 | try |
| 165 | { |
| 166 | warmupTestCase->Run(); |
| 167 | } |
| 168 | catch (const TestFrameworkException& testError) |
| 169 | { |
Derek Lamberti | 0844697 | 2019-11-26 16:38:31 +0000 | [diff] [blame] | 170 | ARMNN_LOG(error) << testError.what(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 171 | return false; |
| 172 | } |
| 173 | |
| 174 | const unsigned int nbTotalToProcess = params.m_IterationCount > 0 ? params.m_IterationCount |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 175 | : static_cast<unsigned int>(defaultTestCaseIds.size()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 176 | |
| 177 | for (; nbProcessed < nbTotalToProcess; nbProcessed++) |
| 178 | { |
| 179 | const unsigned int testCaseId = params.m_IterationCount > 0 ? nbProcessed : defaultTestCaseIds[nbProcessed]; |
| 180 | std::unique_ptr<IInferenceTestCase> testCase = testCaseProvider.GetTestCase(testCaseId); |
| 181 | |
| 182 | if (testCase == nullptr) |
| 183 | { |
Derek Lamberti | 0844697 | 2019-11-26 16:38:31 +0000 | [diff] [blame] | 184 | ARMNN_LOG(error) << "Failed to load test case"; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 185 | return false; |
| 186 | } |
| 187 | |
| 188 | time_point<high_resolution_clock> predictStart; |
| 189 | time_point<high_resolution_clock> predictEnd; |
| 190 | |
| 191 | TestCaseResult result = TestCaseResult::Ok; |
| 192 | |
| 193 | try |
| 194 | { |
| 195 | predictStart = high_resolution_clock::now(); |
| 196 | |
| 197 | testCase->Run(); |
| 198 | |
| 199 | predictEnd = high_resolution_clock::now(); |
| 200 | |
| 201 | // duration<double> will convert the time difference into seconds as a double by default. |
| 202 | double timeTakenS = duration<double>(predictEnd - predictStart).count(); |
| 203 | totalTime += timeTakenS; |
| 204 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 205 | // Outputss inference times, if needed. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 206 | if (recordInferenceTimes) |
| 207 | { |
| 208 | inferenceTimesFile << testCaseId << " " << (timeTakenS * 1000.0) << std::endl; |
| 209 | } |
| 210 | |
| 211 | result = testCase->ProcessResult(params); |
| 212 | |
| 213 | } |
| 214 | catch (const TestFrameworkException& testError) |
| 215 | { |
Derek Lamberti | 0844697 | 2019-11-26 16:38:31 +0000 | [diff] [blame] | 216 | ARMNN_LOG(error) << testError.what(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 217 | result = TestCaseResult::Abort; |
| 218 | } |
| 219 | |
| 220 | switch (result) |
| 221 | { |
| 222 | case TestCaseResult::Ok: |
| 223 | break; |
| 224 | case TestCaseResult::Abort: |
| 225 | return false; |
| 226 | case TestCaseResult::Failed: |
| 227 | // This test failed so we will fail the entire program eventually, but keep going for now. |
| 228 | success = false; |
| 229 | break; |
| 230 | default: |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 231 | ARMNN_ASSERT_MSG(false, "Unexpected TestCaseResult"); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 232 | return false; |
| 233 | } |
| 234 | } |
| 235 | |
| 236 | const double averageTimePerTestCaseMs = totalTime / nbProcessed * 1000.0f; |
| 237 | |
Derek Lamberti | 0844697 | 2019-11-26 16:38:31 +0000 | [diff] [blame] | 238 | ARMNN_LOG(info) << std::fixed << std::setprecision(3) << |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 239 | "Total time for " << nbProcessed << " test cases: " << totalTime << " seconds"; |
Derek Lamberti | 0844697 | 2019-11-26 16:38:31 +0000 | [diff] [blame] | 240 | ARMNN_LOG(info) << std::fixed << std::setprecision(3) << |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 241 | "Average time per test case: " << averageTimePerTestCaseMs << " ms"; |
| 242 | |
Sadik Armagan | 2b7a158 | 2018-09-05 16:33:58 +0100 | [diff] [blame] | 243 | // if profiling is enabled print out the results |
| 244 | if (profiler && profiler->IsProfilingEnabled()) |
| 245 | { |
| 246 | profiler->Print(std::cout); |
| 247 | } |
| 248 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 249 | if (!success) |
| 250 | { |
Derek Lamberti | 0844697 | 2019-11-26 16:38:31 +0000 | [diff] [blame] | 251 | ARMNN_LOG(error) << "One or more test cases failed"; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 252 | return false; |
| 253 | } |
| 254 | |
| 255 | return testCaseProvider.OnInferenceTestFinished(); |
| 256 | } |
| 257 | |
| 258 | } // namespace test |
| 259 | |
| 260 | } // namespace armnn |