| // |
| // Copyright © 2017 Arm Ltd. All rights reserved. |
| // SPDX-License-Identifier: MIT |
| // |
| |
| #include <boost/test/unit_test.hpp> |
| #include "ParserFlatbuffersFixture.hpp" |
| #include "../TfLiteParser.hpp" |
| |
| BOOST_AUTO_TEST_SUITE(TensorflowLiteParser) |
| |
| struct ActivationFixture : ParserFlatbuffersFixture |
| { |
| |
| explicit ActivationFixture(std::string activationFunction, std::string dataType) |
| { |
| m_JsonString = R"( |
| { |
| "version": 3, |
| "operator_codes": [ { "builtin_code": )" + activationFunction + R"( } ], |
| "subgraphs": [ { |
| "tensors": [ |
| { |
| "shape": [ 1, 7 ], |
| "type": )" + dataType + R"(, |
| "buffer": 0, |
| "name": "inputTensor", |
| "quantization": { |
| "min": [ 0.0 ], |
| "max": [ 255.0 ], |
| "scale": [ 1.0 ], |
| "zero_point": [ 0 ], |
| } |
| }, |
| { |
| "shape": [ 1, 7 ], |
| "type": )" + dataType + R"(, |
| "buffer": 1, |
| "name": "outputTensor", |
| "quantization": { |
| "min": [ 0.0 ], |
| "max": [ 255.0 ], |
| "scale": [ 1.0 ], |
| "zero_point": [ 0 ], |
| } |
| } |
| ], |
| "inputs": [ 0 ], |
| "outputs": [ 1 ], |
| "operators": [ |
| { |
| "opcode_index": 0, |
| "inputs": [ 0 ], |
| "outputs": [ 1 ], |
| "custom_options_format": "FLEXBUFFERS" |
| } |
| ], |
| } ], |
| "buffers" : [ {}, {} ] |
| } |
| )"; |
| SetupSingleInputSingleOutput("inputTensor", "outputTensor"); |
| } |
| |
| }; |
| |
| struct ReLuFixture : ActivationFixture |
| { |
| ReLuFixture() : ActivationFixture("RELU", "FLOAT32") {} |
| }; |
| BOOST_FIXTURE_TEST_CASE(ParseReLu, ReLuFixture) |
| { |
| RunTest<2, armnn::DataType::Float32>(0, { -1.0f, -0.5f, 1.25f, -3.0f, 0.0f, 0.5f, -0.75f }, |
| { 0.0f, 0.0f, 1.25f, 0.0f, 0.0f, 0.5f, 0.0f }); |
| } |
| |
| struct ReLu6Fixture : ActivationFixture |
| { |
| ReLu6Fixture() : ActivationFixture("RELU6", "FLOAT32") {} |
| }; |
| BOOST_FIXTURE_TEST_CASE(ParseReLu6, ReLu6Fixture) |
| { |
| RunTest<2, armnn::DataType::Float32>(0, { -1.0f, -0.5f, 7.25f, -3.0f, 0.0f, 0.5f, -0.75f }, |
| { 0.0f, 0.0f, 6.0f, 0.0f, 0.0f, 0.5f, 0.0f }); |
| } |
| |
| struct SigmoidFixture : ActivationFixture |
| { |
| SigmoidFixture() : ActivationFixture("LOGISTIC", "FLOAT32") {} |
| }; |
| BOOST_FIXTURE_TEST_CASE(ParseLogistic, SigmoidFixture) |
| { |
| RunTest<2, armnn::DataType::Float32>(0, { -1.0f, -0.5f, 4.0f, -4.0f, 0.0f, 0.5f, -0.75f }, |
| {0.268941f, 0.377541f, 0.982013f, 0.0179862f, 0.5f, 0.622459f, 0.320821f }); |
| } |
| |
| struct TanHFixture : ActivationFixture |
| { |
| TanHFixture() : ActivationFixture("TANH", "FLOAT32") {} |
| }; |
| |
| BOOST_FIXTURE_TEST_CASE(ParseTanH, TanHFixture) |
| { |
| RunTest<2, armnn::DataType::Float32>(0, |
| { -0.1f, -0.2f, -0.3f, -0.4f, 0.1f, 0.2f, 0.3f }, |
| { -0.09966799f, -0.19737528f, -0.29131261f, -0.379949f, 0.09966799f, 0.19737528f, 0.29131261f }); |
| } |
| |
| struct EluFixture : ActivationFixture |
| { |
| EluFixture() : ActivationFixture("ELU", "FLOAT32") {} |
| }; |
| |
| BOOST_FIXTURE_TEST_CASE(ParseElu, EluFixture) |
| { |
| RunTest<2, armnn::DataType::Float32>(0, |
| { -2.0f, -1.0f, -0.0f, 0.0f, 1.0f, 2.0f, 3.0f }, |
| { -0.86466471676f, -0.63212055882f, -0.0f, 0.0f, 1.0f, 2.0f, 3.0f }); |
| } |
| |
| struct HardSwishFixture : ActivationFixture |
| { |
| HardSwishFixture() : ActivationFixture("HARD_SWISH", "FLOAT32") {} |
| }; |
| |
| BOOST_FIXTURE_TEST_CASE(ParseHardSwish, HardSwishFixture) |
| { |
| RunTest<2, armnn::DataType::Float32>(0, |
| { -4.0f, -3.0f, -2.9f, 1.2f, 2.2f, 3.0f, 4.0f }, |
| { -0.0f, -0.0f, -0.04833334f, 0.84f, 1.90666667f, 3.0f, 4.0f }); |
| } |
| BOOST_AUTO_TEST_SUITE_END() |