Finn Williams | ed66d14 | 2019-12-06 09:55:55 +0000 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2019 Arm Ltd. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
| 6 | #include <boost/test/unit_test.hpp> |
| 7 | #include "ParserFlatbuffersFixture.hpp" |
| 8 | #include "../TfLiteParser.hpp" |
| 9 | |
| 10 | #include <string> |
| 11 | #include <iostream> |
| 12 | |
| 13 | BOOST_AUTO_TEST_SUITE(TensorflowLiteParser) |
| 14 | |
| 15 | struct DequantizeFixture : public ParserFlatbuffersFixture |
| 16 | { |
| 17 | explicit DequantizeFixture(const std::string & inputShape, |
| 18 | const std::string & outputShape, |
| 19 | const std::string & dataType) |
| 20 | { |
| 21 | m_JsonString = R"( |
| 22 | { |
| 23 | "version": 3, |
| 24 | "operator_codes": [ { "builtin_code": "DEQUANTIZE" } ], |
| 25 | "subgraphs": [ { |
| 26 | "tensors": [ |
| 27 | { |
| 28 | "shape": )" + inputShape + R"(, |
| 29 | "type": )" + dataType + R"(, |
| 30 | "buffer": 0, |
| 31 | "name": "inputTensor", |
| 32 | "quantization": { |
| 33 | "min": [ 0.0 ], |
| 34 | "max": [ 255.0 ], |
| 35 | "scale": [ 1.5 ], |
| 36 | "zero_point": [ 0 ], |
| 37 | } |
| 38 | }, |
| 39 | { |
| 40 | "shape": )" + outputShape + R"( , |
| 41 | "type": "FLOAT32", |
| 42 | "buffer": 1, |
| 43 | "name": "outputTensor", |
| 44 | "quantization": { |
| 45 | "min": [ 0.0 ], |
| 46 | "max": [ 255.0 ], |
| 47 | "scale": [ 1.0 ], |
| 48 | "zero_point": [ 0 ], |
| 49 | } |
| 50 | } |
| 51 | ], |
| 52 | "inputs": [ 0 ], |
| 53 | "outputs": [ 1 ], |
| 54 | "operators": [ |
| 55 | { |
| 56 | "opcode_index": 0, |
| 57 | "inputs": [ 0 ], |
| 58 | "outputs": [ 1 ], |
| 59 | "builtin_options_type": "DequantizeOptions", |
| 60 | "builtin_options": { |
| 61 | }, |
| 62 | "custom_options_format": "FLEXBUFFERS" |
| 63 | } |
| 64 | ], |
| 65 | } ], |
| 66 | "buffers" : [ |
| 67 | { }, |
| 68 | { }, |
| 69 | ] |
| 70 | } |
| 71 | )"; |
| 72 | SetupSingleInputSingleOutput("inputTensor", "outputTensor"); |
| 73 | } |
| 74 | }; |
| 75 | |
| 76 | struct SimpleDequantizeFixtureQAsymm8 : DequantizeFixture |
| 77 | { |
| 78 | SimpleDequantizeFixtureQAsymm8() : DequantizeFixture("[ 1, 6 ]", |
| 79 | "[ 1, 6 ]", |
| 80 | "UINT8") {} |
| 81 | }; |
| 82 | |
| 83 | BOOST_FIXTURE_TEST_CASE(SimpleDequantizeQAsymm8, SimpleDequantizeFixtureQAsymm8) |
| 84 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 85 | RunTest<2, armnn::DataType::QAsymmU8 , armnn::DataType::Float32>( |
Finn Williams | ed66d14 | 2019-12-06 09:55:55 +0000 | [diff] [blame] | 86 | 0, |
| 87 | {{"inputTensor", { 0u, 1u, 5u, 100u, 200u, 255u }}}, |
| 88 | {{"outputTensor", { 0.0f, 1.5f, 7.5f, 150.0f, 300.0f, 382.5f }}}); |
| 89 | } |
| 90 | |
| 91 | struct SimpleDequantizeFixtureQSymm16 : DequantizeFixture |
| 92 | { |
| 93 | SimpleDequantizeFixtureQSymm16() : DequantizeFixture("[ 1, 6 ]", |
| 94 | "[ 1, 6 ]", |
| 95 | "INT16") {} |
| 96 | }; |
| 97 | |
| 98 | BOOST_FIXTURE_TEST_CASE(SimpleDequantizeQsymm16, SimpleDequantizeFixtureQSymm16) |
| 99 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 100 | RunTest<2, armnn::DataType::QSymmS16 , armnn::DataType::Float32>( |
Finn Williams | ed66d14 | 2019-12-06 09:55:55 +0000 | [diff] [blame] | 101 | 0, |
| 102 | {{"inputTensor", { 0, 1, 5, 32767, -1, -32768 }}}, |
| 103 | {{"outputTensor", { 0.0f, 1.5f, 7.5f, 49150.5f, -1.5f,-49152.0f }}}); |
| 104 | } |
| 105 | |
Keith Davis | 67e6c54 | 2020-02-19 10:08:33 +0000 | [diff] [blame] | 106 | struct SimpleDequantizeFixtureQAsymmS8 : DequantizeFixture |
Finn Williams | ed66d14 | 2019-12-06 09:55:55 +0000 | [diff] [blame] | 107 | { |
Keith Davis | 67e6c54 | 2020-02-19 10:08:33 +0000 | [diff] [blame] | 108 | SimpleDequantizeFixtureQAsymmS8() : DequantizeFixture("[ 1, 6 ]", |
Finn Williams | ed66d14 | 2019-12-06 09:55:55 +0000 | [diff] [blame] | 109 | "[ 1, 6 ]", |
| 110 | "INT8") {} |
| 111 | }; |
| 112 | |
Keith Davis | 67e6c54 | 2020-02-19 10:08:33 +0000 | [diff] [blame] | 113 | BOOST_FIXTURE_TEST_CASE(SimpleDequantizeQAsymmS8, SimpleDequantizeFixtureQAsymmS8) |
Finn Williams | ed66d14 | 2019-12-06 09:55:55 +0000 | [diff] [blame] | 114 | { |
Keith Davis | 67e6c54 | 2020-02-19 10:08:33 +0000 | [diff] [blame] | 115 | RunTest<2, armnn::DataType::QAsymmS8 , armnn::DataType::Float32>( |
Finn Williams | ed66d14 | 2019-12-06 09:55:55 +0000 | [diff] [blame] | 116 | 0, |
| 117 | {{"inputTensor", { 0, 1, 5, 127, -128, -1 }}}, |
| 118 | {{"outputTensor", { 0.0f, 1.5f, 7.5f, 190.5f, -192.0f, -1.5f }}}); |
| 119 | } |
| 120 | |
| 121 | BOOST_AUTO_TEST_SUITE_END() |