Jim Flynn | e571d33 | 2019-04-15 14:34:17 +0100 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2017 Arm Ltd. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | #pragma once |
| 6 | |
| 7 | #include "InferenceTest.hpp" |
| 8 | #include "DeepSpeechV1Database.hpp" |
| 9 | |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 10 | #include <armnn/utility/Assert.hpp> |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 11 | #include <armnn/utility/IgnoreUnused.hpp> |
Colm Donelan | 9a5ce4a | 2020-10-29 11:39:14 +0000 | [diff] [blame] | 12 | #include <armnnUtils/FloatingPointComparison.hpp> |
Jim Flynn | e571d33 | 2019-04-15 14:34:17 +0100 | [diff] [blame] | 13 | |
| 14 | #include <vector> |
| 15 | |
| 16 | namespace |
| 17 | { |
| 18 | |
| 19 | template<typename Model> |
| 20 | class DeepSpeechV1TestCase : public InferenceModelTestCase<Model> |
| 21 | { |
| 22 | public: |
| 23 | DeepSpeechV1TestCase(Model& model, |
| 24 | unsigned int testCaseId, |
| 25 | const DeepSpeechV1TestCaseData& testCaseData) |
| 26 | : InferenceModelTestCase<Model>(model, |
| 27 | testCaseId, |
| 28 | { testCaseData.m_InputData.m_InputSeq, |
Narumol Prangnawarat | 04a8b05 | 2019-04-26 13:48:57 +0100 | [diff] [blame] | 29 | testCaseData.m_InputData.m_StateH, |
| 30 | testCaseData.m_InputData.m_StateC}, |
Jim Flynn | e571d33 | 2019-04-15 14:34:17 +0100 | [diff] [blame] | 31 | { k_OutputSize1, k_OutputSize2, k_OutputSize3 }) |
Narumol Prangnawarat | 04a8b05 | 2019-04-26 13:48:57 +0100 | [diff] [blame] | 32 | , m_ExpectedOutputs({testCaseData.m_ExpectedOutputData.m_InputSeq, testCaseData.m_ExpectedOutputData.m_StateH, |
| 33 | testCaseData.m_ExpectedOutputData.m_StateC}) |
Jim Flynn | e571d33 | 2019-04-15 14:34:17 +0100 | [diff] [blame] | 34 | {} |
| 35 | |
| 36 | TestCaseResult ProcessResult(const InferenceTestOptions& options) override |
| 37 | { |
Jan Eilers | 8eb2560 | 2020-03-09 12:13:48 +0000 | [diff] [blame] | 38 | armnn::IgnoreUnused(options); |
James Ward | 6d9f5c5 | 2020-09-28 11:56:35 +0100 | [diff] [blame] | 39 | const std::vector<float>& output1 = mapbox::util::get<std::vector<float>>(this->GetOutputs()[0]); // logits |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 40 | ARMNN_ASSERT(output1.size() == k_OutputSize1); |
Jim Flynn | e571d33 | 2019-04-15 14:34:17 +0100 | [diff] [blame] | 41 | |
James Ward | 6d9f5c5 | 2020-09-28 11:56:35 +0100 | [diff] [blame] | 42 | const std::vector<float>& output2 = mapbox::util::get<std::vector<float>>(this->GetOutputs()[1]); // new_state_c |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 43 | ARMNN_ASSERT(output2.size() == k_OutputSize2); |
Jim Flynn | e571d33 | 2019-04-15 14:34:17 +0100 | [diff] [blame] | 44 | |
James Ward | 6d9f5c5 | 2020-09-28 11:56:35 +0100 | [diff] [blame] | 45 | const std::vector<float>& output3 = mapbox::util::get<std::vector<float>>(this->GetOutputs()[2]); // new_state_h |
Narumol Prangnawarat | ac2770a | 2020-04-01 16:51:23 +0100 | [diff] [blame] | 46 | ARMNN_ASSERT(output3.size() == k_OutputSize3); |
Jim Flynn | e571d33 | 2019-04-15 14:34:17 +0100 | [diff] [blame] | 47 | |
| 48 | // Check each output to see whether it is the expected value |
| 49 | for (unsigned int j = 0u; j < output1.size(); j++) |
| 50 | { |
Colm Donelan | 9a5ce4a | 2020-10-29 11:39:14 +0000 | [diff] [blame] | 51 | if(!armnnUtils::within_percentage_tolerance(output1[j], m_ExpectedOutputs.m_InputSeq[j])) |
Jim Flynn | e571d33 | 2019-04-15 14:34:17 +0100 | [diff] [blame] | 52 | { |
Derek Lamberti | 0844697 | 2019-11-26 16:38:31 +0000 | [diff] [blame] | 53 | ARMNN_LOG(error) << "InputSeq for Lstm " << this->GetTestCaseId() << |
Jim Flynn | e571d33 | 2019-04-15 14:34:17 +0100 | [diff] [blame] | 54 | " is incorrect at" << j; |
| 55 | return TestCaseResult::Failed; |
| 56 | } |
| 57 | } |
| 58 | |
| 59 | for (unsigned int j = 0u; j < output2.size(); j++) |
| 60 | { |
Colm Donelan | 9a5ce4a | 2020-10-29 11:39:14 +0000 | [diff] [blame] | 61 | if(!armnnUtils::within_percentage_tolerance(output2[j], m_ExpectedOutputs.m_StateH[j])) |
Jim Flynn | e571d33 | 2019-04-15 14:34:17 +0100 | [diff] [blame] | 62 | { |
Derek Lamberti | 0844697 | 2019-11-26 16:38:31 +0000 | [diff] [blame] | 63 | ARMNN_LOG(error) << "StateH for Lstm " << this->GetTestCaseId() << |
Jim Flynn | e571d33 | 2019-04-15 14:34:17 +0100 | [diff] [blame] | 64 | " is incorrect"; |
| 65 | return TestCaseResult::Failed; |
| 66 | } |
| 67 | } |
| 68 | |
| 69 | for (unsigned int j = 0u; j < output3.size(); j++) |
| 70 | { |
Colm Donelan | 9a5ce4a | 2020-10-29 11:39:14 +0000 | [diff] [blame] | 71 | if(!armnnUtils::within_percentage_tolerance(output3[j], m_ExpectedOutputs.m_StateC[j])) |
Jim Flynn | e571d33 | 2019-04-15 14:34:17 +0100 | [diff] [blame] | 72 | { |
Derek Lamberti | 0844697 | 2019-11-26 16:38:31 +0000 | [diff] [blame] | 73 | ARMNN_LOG(error) << "StateC for Lstm " << this->GetTestCaseId() << |
Jim Flynn | e571d33 | 2019-04-15 14:34:17 +0100 | [diff] [blame] | 74 | " is incorrect"; |
| 75 | return TestCaseResult::Failed; |
| 76 | } |
| 77 | } |
| 78 | return TestCaseResult::Ok; |
| 79 | } |
| 80 | |
| 81 | private: |
| 82 | |
| 83 | static constexpr unsigned int k_OutputSize1 = 464u; |
| 84 | static constexpr unsigned int k_OutputSize2 = 2048u; |
| 85 | static constexpr unsigned int k_OutputSize3 = 2048u; |
| 86 | |
Jim Flynn | e571d33 | 2019-04-15 14:34:17 +0100 | [diff] [blame] | 87 | LstmInput m_ExpectedOutputs; |
| 88 | }; |
| 89 | |
| 90 | template <typename Model> |
| 91 | class DeepSpeechV1TestCaseProvider : public IInferenceTestCaseProvider |
| 92 | { |
| 93 | public: |
| 94 | template <typename TConstructModelCallable> |
| 95 | explicit DeepSpeechV1TestCaseProvider(TConstructModelCallable constructModel) |
| 96 | : m_ConstructModel(constructModel) |
| 97 | {} |
| 98 | |
James Ward | c89829f | 2020-10-12 14:17:36 +0100 | [diff] [blame] | 99 | virtual void AddCommandLineOptions(cxxopts::Options& options, std::vector<std::string>& required) override |
Jim Flynn | e571d33 | 2019-04-15 14:34:17 +0100 | [diff] [blame] | 100 | { |
James Ward | c89829f | 2020-10-12 14:17:36 +0100 | [diff] [blame] | 101 | options |
| 102 | .allow_unrecognised_options() |
| 103 | .add_options() |
| 104 | ("s,input-seq-dir", "Path to directory containing test data for m_InputSeq", |
| 105 | cxxopts::value<std::string>(m_InputSeqDir)) |
| 106 | ("h,prev-state-h-dir", "Path to directory containing test data for m_PrevStateH", |
| 107 | cxxopts::value<std::string>(m_PrevStateHDir)) |
| 108 | ("c,prev-state-c-dir", "Path to directory containing test data for m_PrevStateC", |
| 109 | cxxopts::value<std::string>(m_PrevStateCDir)) |
| 110 | ("l,logits-dir", "Path to directory containing test data for m_Logits", |
| 111 | cxxopts::value<std::string>(m_LogitsDir)) |
| 112 | ("H,new-state-h-dir", "Path to directory containing test data for m_NewStateH", |
| 113 | cxxopts::value<std::string>(m_NewStateHDir)) |
| 114 | ("C,new-state-c-dir", "Path to directory containing test data for m_NewStateC", |
| 115 | cxxopts::value<std::string>(m_NewStateCDir)); |
Jim Flynn | e571d33 | 2019-04-15 14:34:17 +0100 | [diff] [blame] | 116 | |
James Ward | c89829f | 2020-10-12 14:17:36 +0100 | [diff] [blame] | 117 | required.insert(required.end(), {"input-seq-dir", "prev-state-h-dir", "prev-state-c-dir", "logits-dir", |
| 118 | "new-state-h-dir", "new-state-c-dir"}); |
Narumol Prangnawarat | 04a8b05 | 2019-04-26 13:48:57 +0100 | [diff] [blame] | 119 | |
James Ward | c89829f | 2020-10-12 14:17:36 +0100 | [diff] [blame] | 120 | Model::AddCommandLineOptions(options, m_ModelCommandLineOptions, required); |
Jim Flynn | e571d33 | 2019-04-15 14:34:17 +0100 | [diff] [blame] | 121 | } |
| 122 | |
Jim Flynn | c2ebc63 | 2019-04-17 10:16:58 +0100 | [diff] [blame] | 123 | virtual bool ProcessCommandLineOptions(const InferenceTestOptions &commonOptions) override |
Jim Flynn | e571d33 | 2019-04-15 14:34:17 +0100 | [diff] [blame] | 124 | { |
| 125 | if (!ValidateDirectory(m_InputSeqDir)) |
| 126 | { |
| 127 | return false; |
| 128 | } |
| 129 | |
| 130 | if (!ValidateDirectory(m_PrevStateCDir)) |
| 131 | { |
| 132 | return false; |
| 133 | } |
| 134 | |
| 135 | if (!ValidateDirectory(m_PrevStateHDir)) |
| 136 | { |
| 137 | return false; |
| 138 | } |
| 139 | |
| 140 | if (!ValidateDirectory(m_LogitsDir)) |
| 141 | { |
| 142 | return false; |
| 143 | } |
| 144 | |
| 145 | if (!ValidateDirectory(m_NewStateCDir)) |
| 146 | { |
| 147 | return false; |
| 148 | } |
| 149 | |
| 150 | if (!ValidateDirectory(m_NewStateHDir)) |
| 151 | { |
| 152 | return false; |
| 153 | } |
| 154 | |
Jim Flynn | c2ebc63 | 2019-04-17 10:16:58 +0100 | [diff] [blame] | 155 | m_Model = m_ConstructModel(commonOptions, m_ModelCommandLineOptions); |
Jim Flynn | e571d33 | 2019-04-15 14:34:17 +0100 | [diff] [blame] | 156 | if (!m_Model) |
| 157 | { |
| 158 | return false; |
| 159 | } |
Narumol Prangnawarat | 04a8b05 | 2019-04-26 13:48:57 +0100 | [diff] [blame] | 160 | m_Database = std::make_unique<DeepSpeechV1Database>(m_InputSeqDir.c_str(), m_PrevStateHDir.c_str(), |
| 161 | m_PrevStateCDir.c_str(), m_LogitsDir.c_str(), |
| 162 | m_NewStateHDir.c_str(), m_NewStateCDir.c_str()); |
Jim Flynn | e571d33 | 2019-04-15 14:34:17 +0100 | [diff] [blame] | 163 | if (!m_Database) |
| 164 | { |
| 165 | return false; |
| 166 | } |
| 167 | |
| 168 | return true; |
| 169 | } |
| 170 | |
| 171 | std::unique_ptr<IInferenceTestCase> GetTestCase(unsigned int testCaseId) override |
| 172 | { |
| 173 | std::unique_ptr<DeepSpeechV1TestCaseData> testCaseData = m_Database->GetTestCaseData(testCaseId); |
| 174 | if (!testCaseData) |
| 175 | { |
| 176 | return nullptr; |
| 177 | } |
| 178 | |
| 179 | return std::make_unique<DeepSpeechV1TestCase<Model>>(*m_Model, testCaseId, *testCaseData); |
| 180 | } |
| 181 | |
| 182 | private: |
| 183 | typename Model::CommandLineOptions m_ModelCommandLineOptions; |
Jim Flynn | c2ebc63 | 2019-04-17 10:16:58 +0100 | [diff] [blame] | 184 | std::function<std::unique_ptr<Model>(const InferenceTestOptions&, |
| 185 | typename Model::CommandLineOptions)> m_ConstructModel; |
Jim Flynn | e571d33 | 2019-04-15 14:34:17 +0100 | [diff] [blame] | 186 | std::unique_ptr<Model> m_Model; |
| 187 | |
| 188 | std::string m_InputSeqDir; |
| 189 | std::string m_PrevStateCDir; |
| 190 | std::string m_PrevStateHDir; |
| 191 | std::string m_LogitsDir; |
| 192 | std::string m_NewStateCDir; |
| 193 | std::string m_NewStateHDir; |
| 194 | |
| 195 | std::unique_ptr<DeepSpeechV1Database> m_Database; |
| 196 | }; |
| 197 | |
| 198 | } // anonymous namespace |