2 // Copyright © 2017 Arm Ltd. All rights reserved.
3 // SPDX-License-Identifier: MIT
7 #include "InferenceTest.hpp"
8 #include "DeepSpeechV1Database.hpp"
10 #include <armnn/utility/IgnoreUnused.hpp>
12 #include <boost/assert.hpp>
13 #include <boost/numeric/conversion/cast.hpp>
14 #include <boost/test/tools/floating_point_comparison.hpp>
21 template<typename Model>
22 class DeepSpeechV1TestCase : public InferenceModelTestCase<Model>
25 DeepSpeechV1TestCase(Model& model,
26 unsigned int testCaseId,
27 const DeepSpeechV1TestCaseData& testCaseData)
28 : InferenceModelTestCase<Model>(model,
30 { testCaseData.m_InputData.m_InputSeq,
31 testCaseData.m_InputData.m_StateH,
32 testCaseData.m_InputData.m_StateC},
33 { k_OutputSize1, k_OutputSize2, k_OutputSize3 })
34 , m_FloatComparer(boost::math::fpc::percent_tolerance(1.0f))
35 , m_ExpectedOutputs({testCaseData.m_ExpectedOutputData.m_InputSeq, testCaseData.m_ExpectedOutputData.m_StateH,
36 testCaseData.m_ExpectedOutputData.m_StateC})
39 TestCaseResult ProcessResult(const InferenceTestOptions& options) override
41 armnn::IgnoreUnused(options);
42 const std::vector<float>& output1 = boost::get<std::vector<float>>(this->GetOutputs()[0]); // logits
43 BOOST_ASSERT(output1.size() == k_OutputSize1);
45 const std::vector<float>& output2 = boost::get<std::vector<float>>(this->GetOutputs()[1]); // new_state_c
46 BOOST_ASSERT(output2.size() == k_OutputSize2);
48 const std::vector<float>& output3 = boost::get<std::vector<float>>(this->GetOutputs()[2]); // new_state_h
49 BOOST_ASSERT(output3.size() == k_OutputSize3);
51 // Check each output to see whether it is the expected value
52 for (unsigned int j = 0u; j < output1.size(); j++)
54 if(!m_FloatComparer(output1[j], m_ExpectedOutputs.m_InputSeq[j]))
56 ARMNN_LOG(error) << "InputSeq for Lstm " << this->GetTestCaseId() <<
57 " is incorrect at" << j;
58 return TestCaseResult::Failed;
62 for (unsigned int j = 0u; j < output2.size(); j++)
64 if(!m_FloatComparer(output2[j], m_ExpectedOutputs.m_StateH[j]))
66 ARMNN_LOG(error) << "StateH for Lstm " << this->GetTestCaseId() <<
68 return TestCaseResult::Failed;
72 for (unsigned int j = 0u; j < output3.size(); j++)
74 if(!m_FloatComparer(output3[j], m_ExpectedOutputs.m_StateC[j]))
76 ARMNN_LOG(error) << "StateC for Lstm " << this->GetTestCaseId() <<
78 return TestCaseResult::Failed;
81 return TestCaseResult::Ok;
86 static constexpr unsigned int k_OutputSize1 = 464u;
87 static constexpr unsigned int k_OutputSize2 = 2048u;
88 static constexpr unsigned int k_OutputSize3 = 2048u;
90 boost::math::fpc::close_at_tolerance<float> m_FloatComparer;
91 LstmInput m_ExpectedOutputs;
94 template <typename Model>
95 class DeepSpeechV1TestCaseProvider : public IInferenceTestCaseProvider
98 template <typename TConstructModelCallable>
99 explicit DeepSpeechV1TestCaseProvider(TConstructModelCallable constructModel)
100 : m_ConstructModel(constructModel)
103 virtual void AddCommandLineOptions(boost::program_options::options_description& options) override
105 namespace po = boost::program_options;
107 options.add_options()
108 ("input-seq-dir,s", po::value<std::string>(&m_InputSeqDir)->required(),
109 "Path to directory containing test data for m_InputSeq");
110 options.add_options()
111 ("prev-state-h-dir,h", po::value<std::string>(&m_PrevStateHDir)->required(),
112 "Path to directory containing test data for m_PrevStateH");
113 options.add_options()
114 ("prev-state-c-dir,c", po::value<std::string>(&m_PrevStateCDir)->required(),
115 "Path to directory containing test data for m_PrevStateC");
116 options.add_options()
117 ("logits-dir,l", po::value<std::string>(&m_LogitsDir)->required(),
118 "Path to directory containing test data for m_Logits");
119 options.add_options()
120 ("new-state-h-dir,H", po::value<std::string>(&m_NewStateHDir)->required(),
121 "Path to directory containing test data for m_NewStateH");
122 options.add_options()
123 ("new-state-c-dir,C", po::value<std::string>(&m_NewStateCDir)->required(),
124 "Path to directory containing test data for m_NewStateC");
127 Model::AddCommandLineOptions(options, m_ModelCommandLineOptions);
130 virtual bool ProcessCommandLineOptions(const InferenceTestOptions &commonOptions) override
132 if (!ValidateDirectory(m_InputSeqDir))
137 if (!ValidateDirectory(m_PrevStateCDir))
142 if (!ValidateDirectory(m_PrevStateHDir))
147 if (!ValidateDirectory(m_LogitsDir))
152 if (!ValidateDirectory(m_NewStateCDir))
157 if (!ValidateDirectory(m_NewStateHDir))
162 m_Model = m_ConstructModel(commonOptions, m_ModelCommandLineOptions);
167 m_Database = std::make_unique<DeepSpeechV1Database>(m_InputSeqDir.c_str(), m_PrevStateHDir.c_str(),
168 m_PrevStateCDir.c_str(), m_LogitsDir.c_str(),
169 m_NewStateHDir.c_str(), m_NewStateCDir.c_str());
178 std::unique_ptr<IInferenceTestCase> GetTestCase(unsigned int testCaseId) override
180 std::unique_ptr<DeepSpeechV1TestCaseData> testCaseData = m_Database->GetTestCaseData(testCaseId);
186 return std::make_unique<DeepSpeechV1TestCase<Model>>(*m_Model, testCaseId, *testCaseData);
190 typename Model::CommandLineOptions m_ModelCommandLineOptions;
191 std::function<std::unique_ptr<Model>(const InferenceTestOptions&,
192 typename Model::CommandLineOptions)> m_ConstructModel;
193 std::unique_ptr<Model> m_Model;
195 std::string m_InputSeqDir;
196 std::string m_PrevStateCDir;
197 std::string m_PrevStateHDir;
198 std::string m_LogitsDir;
199 std::string m_NewStateCDir;
200 std::string m_NewStateHDir;
202 std::unique_ptr<DeepSpeechV1Database> m_Database;
205 } // anonymous namespace