Sadik Armagan | 58f3919 | 2018-09-17 14:14:39 +0100 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2017 Arm Ltd. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
Sadik Armagan | 58f3919 | 2018-09-17 14:14:39 +0100 | [diff] [blame] | 6 | #include "ParserFlatbuffersFixture.hpp" |
| 7 | #include "../TfLiteParser.hpp" |
| 8 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 9 | #include <doctest/doctest.h> |
Sadik Armagan | 58f3919 | 2018-09-17 14:14:39 +0100 | [diff] [blame] | 10 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 11 | TEST_SUITE("TensorflowLiteParser_Activations") |
| 12 | { |
Sadik Armagan | 58f3919 | 2018-09-17 14:14:39 +0100 | [diff] [blame] | 13 | struct ActivationFixture : ParserFlatbuffersFixture |
| 14 | { |
| 15 | |
| 16 | explicit ActivationFixture(std::string activationFunction, std::string dataType) |
| 17 | { |
| 18 | m_JsonString = R"( |
| 19 | { |
| 20 | "version": 3, |
| 21 | "operator_codes": [ { "builtin_code": )" + activationFunction + R"( } ], |
| 22 | "subgraphs": [ { |
| 23 | "tensors": [ |
| 24 | { |
| 25 | "shape": [ 1, 7 ], |
| 26 | "type": )" + dataType + R"(, |
| 27 | "buffer": 0, |
| 28 | "name": "inputTensor", |
| 29 | "quantization": { |
| 30 | "min": [ 0.0 ], |
| 31 | "max": [ 255.0 ], |
| 32 | "scale": [ 1.0 ], |
| 33 | "zero_point": [ 0 ], |
| 34 | } |
| 35 | }, |
| 36 | { |
| 37 | "shape": [ 1, 7 ], |
| 38 | "type": )" + dataType + R"(, |
| 39 | "buffer": 1, |
| 40 | "name": "outputTensor", |
| 41 | "quantization": { |
| 42 | "min": [ 0.0 ], |
| 43 | "max": [ 255.0 ], |
| 44 | "scale": [ 1.0 ], |
| 45 | "zero_point": [ 0 ], |
| 46 | } |
| 47 | } |
| 48 | ], |
| 49 | "inputs": [ 0 ], |
| 50 | "outputs": [ 1 ], |
| 51 | "operators": [ |
| 52 | { |
| 53 | "opcode_index": 0, |
| 54 | "inputs": [ 0 ], |
| 55 | "outputs": [ 1 ], |
| 56 | "custom_options_format": "FLEXBUFFERS" |
| 57 | } |
| 58 | ], |
| 59 | } ], |
| 60 | "buffers" : [ {}, {} ] |
| 61 | } |
| 62 | )"; |
| 63 | SetupSingleInputSingleOutput("inputTensor", "outputTensor"); |
| 64 | } |
| 65 | |
| 66 | }; |
| 67 | |
| 68 | struct ReLuFixture : ActivationFixture |
| 69 | { |
| 70 | ReLuFixture() : ActivationFixture("RELU", "FLOAT32") {} |
| 71 | }; |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 72 | TEST_CASE_FIXTURE(ReLuFixture, "ParseReLu") |
Sadik Armagan | 58f3919 | 2018-09-17 14:14:39 +0100 | [diff] [blame] | 73 | { |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 74 | RunTest<2, armnn::DataType::Float32>(0, { -1.0f, -0.5f, 1.25f, -3.0f, 0.0f, 0.5f, -0.75f }, |
| 75 | { 0.0f, 0.0f, 1.25f, 0.0f, 0.0f, 0.5f, 0.0f }); |
Sadik Armagan | 58f3919 | 2018-09-17 14:14:39 +0100 | [diff] [blame] | 76 | } |
| 77 | |
| 78 | struct ReLu6Fixture : ActivationFixture |
| 79 | { |
| 80 | ReLu6Fixture() : ActivationFixture("RELU6", "FLOAT32") {} |
| 81 | }; |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 82 | TEST_CASE_FIXTURE(ReLu6Fixture, "ParseReLu6") |
Sadik Armagan | 58f3919 | 2018-09-17 14:14:39 +0100 | [diff] [blame] | 83 | { |
Nattapat Chaimanowong | 649dd95 | 2019-01-22 16:10:44 +0000 | [diff] [blame] | 84 | RunTest<2, armnn::DataType::Float32>(0, { -1.0f, -0.5f, 7.25f, -3.0f, 0.0f, 0.5f, -0.75f }, |
| 85 | { 0.0f, 0.0f, 6.0f, 0.0f, 0.0f, 0.5f, 0.0f }); |
Sadik Armagan | 58f3919 | 2018-09-17 14:14:39 +0100 | [diff] [blame] | 86 | } |
| 87 | |
Finn Williams | c42c384 | 2019-01-22 14:18:11 +0000 | [diff] [blame] | 88 | struct SigmoidFixture : ActivationFixture |
| 89 | { |
| 90 | SigmoidFixture() : ActivationFixture("LOGISTIC", "FLOAT32") {} |
| 91 | }; |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 92 | TEST_CASE_FIXTURE(SigmoidFixture, "ParseLogistic") |
Finn Williams | c42c384 | 2019-01-22 14:18:11 +0000 | [diff] [blame] | 93 | { |
| 94 | RunTest<2, armnn::DataType::Float32>(0, { -1.0f, -0.5f, 4.0f, -4.0f, 0.0f, 0.5f, -0.75f }, |
| 95 | {0.268941f, 0.377541f, 0.982013f, 0.0179862f, 0.5f, 0.622459f, 0.320821f }); |
| 96 | } |
Nina Drozd | 9985176 | 2019-04-09 09:37:38 +0100 | [diff] [blame] | 97 | |
| 98 | struct TanHFixture : ActivationFixture |
| 99 | { |
| 100 | TanHFixture() : ActivationFixture("TANH", "FLOAT32") {} |
| 101 | }; |
| 102 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 103 | TEST_CASE_FIXTURE(TanHFixture, "ParseTanH") |
Nina Drozd | 9985176 | 2019-04-09 09:37:38 +0100 | [diff] [blame] | 104 | { |
| 105 | RunTest<2, armnn::DataType::Float32>(0, |
| 106 | { -0.1f, -0.2f, -0.3f, -0.4f, 0.1f, 0.2f, 0.3f }, |
| 107 | { -0.09966799f, -0.19737528f, -0.29131261f, -0.379949f, 0.09966799f, 0.19737528f, 0.29131261f }); |
| 108 | } |
Jan Eilers | 2f746b3 | 2020-07-28 14:00:06 +0100 | [diff] [blame] | 109 | |
Matthew Sloyan | 7515d07 | 2020-12-16 12:50:01 +0000 | [diff] [blame] | 110 | struct EluFixture : ActivationFixture |
| 111 | { |
| 112 | EluFixture() : ActivationFixture("ELU", "FLOAT32") {} |
| 113 | }; |
| 114 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 115 | TEST_CASE_FIXTURE(EluFixture, "ParseElu") |
Matthew Sloyan | 7515d07 | 2020-12-16 12:50:01 +0000 | [diff] [blame] | 116 | { |
| 117 | RunTest<2, armnn::DataType::Float32>(0, |
| 118 | { -2.0f, -1.0f, -0.0f, 0.0f, 1.0f, 2.0f, 3.0f }, |
| 119 | { -0.86466471676f, -0.63212055882f, -0.0f, 0.0f, 1.0f, 2.0f, 3.0f }); |
| 120 | } |
| 121 | |
Jan Eilers | 2f746b3 | 2020-07-28 14:00:06 +0100 | [diff] [blame] | 122 | struct HardSwishFixture : ActivationFixture |
| 123 | { |
| 124 | HardSwishFixture() : ActivationFixture("HARD_SWISH", "FLOAT32") {} |
| 125 | }; |
| 126 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 127 | TEST_CASE_FIXTURE(HardSwishFixture, "ParseHardSwish") |
Jan Eilers | 2f746b3 | 2020-07-28 14:00:06 +0100 | [diff] [blame] | 128 | { |
| 129 | RunTest<2, armnn::DataType::Float32>(0, |
| 130 | { -4.0f, -3.0f, -2.9f, 1.2f, 2.2f, 3.0f, 4.0f }, |
| 131 | { -0.0f, -0.0f, -0.04833334f, 0.84f, 1.90666667f, 3.0f, 4.0f }); |
| 132 | } |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 133 | |
| 134 | } |