Finn Williams | ed66d14 | 2019-12-06 09:55:55 +0000 | [diff] [blame] | 1 | // |
Finn Williams | b49ed18 | 2021-06-29 15:50:08 +0100 | [diff] [blame] | 2 | // Copyright © 2019 Arm Ltd and Contributors. All rights reserved. |
Finn Williams | ed66d14 | 2019-12-06 09:55:55 +0000 | [diff] [blame] | 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
Finn Williams | ed66d14 | 2019-12-06 09:55:55 +0000 | [diff] [blame] | 6 | #include "ParserFlatbuffersFixture.hpp" |
Finn Williams | ed66d14 | 2019-12-06 09:55:55 +0000 | [diff] [blame] | 7 | |
Finn Williams | ed66d14 | 2019-12-06 09:55:55 +0000 | [diff] [blame] | 8 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 9 | TEST_SUITE("TensorflowLiteParser_Dequantize") |
| 10 | { |
Finn Williams | ed66d14 | 2019-12-06 09:55:55 +0000 | [diff] [blame] | 11 | struct DequantizeFixture : public ParserFlatbuffersFixture |
| 12 | { |
| 13 | explicit DequantizeFixture(const std::string & inputShape, |
| 14 | const std::string & outputShape, |
| 15 | const std::string & dataType) |
| 16 | { |
| 17 | m_JsonString = R"( |
| 18 | { |
| 19 | "version": 3, |
| 20 | "operator_codes": [ { "builtin_code": "DEQUANTIZE" } ], |
| 21 | "subgraphs": [ { |
| 22 | "tensors": [ |
| 23 | { |
| 24 | "shape": )" + inputShape + R"(, |
| 25 | "type": )" + dataType + R"(, |
| 26 | "buffer": 0, |
| 27 | "name": "inputTensor", |
| 28 | "quantization": { |
| 29 | "min": [ 0.0 ], |
| 30 | "max": [ 255.0 ], |
| 31 | "scale": [ 1.5 ], |
| 32 | "zero_point": [ 0 ], |
| 33 | } |
| 34 | }, |
| 35 | { |
| 36 | "shape": )" + outputShape + R"( , |
| 37 | "type": "FLOAT32", |
| 38 | "buffer": 1, |
| 39 | "name": "outputTensor", |
| 40 | "quantization": { |
| 41 | "min": [ 0.0 ], |
| 42 | "max": [ 255.0 ], |
| 43 | "scale": [ 1.0 ], |
| 44 | "zero_point": [ 0 ], |
| 45 | } |
| 46 | } |
| 47 | ], |
| 48 | "inputs": [ 0 ], |
| 49 | "outputs": [ 1 ], |
| 50 | "operators": [ |
| 51 | { |
| 52 | "opcode_index": 0, |
| 53 | "inputs": [ 0 ], |
| 54 | "outputs": [ 1 ], |
| 55 | "builtin_options_type": "DequantizeOptions", |
| 56 | "builtin_options": { |
| 57 | }, |
| 58 | "custom_options_format": "FLEXBUFFERS" |
| 59 | } |
| 60 | ], |
| 61 | } ], |
| 62 | "buffers" : [ |
| 63 | { }, |
| 64 | { }, |
| 65 | ] |
| 66 | } |
| 67 | )"; |
| 68 | SetupSingleInputSingleOutput("inputTensor", "outputTensor"); |
| 69 | } |
| 70 | }; |
| 71 | |
| 72 | struct SimpleDequantizeFixtureQAsymm8 : DequantizeFixture |
| 73 | { |
| 74 | SimpleDequantizeFixtureQAsymm8() : DequantizeFixture("[ 1, 6 ]", |
| 75 | "[ 1, 6 ]", |
| 76 | "UINT8") {} |
| 77 | }; |
| 78 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 79 | TEST_CASE_FIXTURE(SimpleDequantizeFixtureQAsymm8, "SimpleDequantizeQAsymm8") |
Finn Williams | ed66d14 | 2019-12-06 09:55:55 +0000 | [diff] [blame] | 80 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 81 | RunTest<2, armnn::DataType::QAsymmU8 , armnn::DataType::Float32>( |
Finn Williams | ed66d14 | 2019-12-06 09:55:55 +0000 | [diff] [blame] | 82 | 0, |
| 83 | {{"inputTensor", { 0u, 1u, 5u, 100u, 200u, 255u }}}, |
| 84 | {{"outputTensor", { 0.0f, 1.5f, 7.5f, 150.0f, 300.0f, 382.5f }}}); |
| 85 | } |
| 86 | |
| 87 | struct SimpleDequantizeFixtureQSymm16 : DequantizeFixture |
| 88 | { |
| 89 | SimpleDequantizeFixtureQSymm16() : DequantizeFixture("[ 1, 6 ]", |
| 90 | "[ 1, 6 ]", |
| 91 | "INT16") {} |
| 92 | }; |
| 93 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 94 | TEST_CASE_FIXTURE(SimpleDequantizeFixtureQSymm16, "SimpleDequantizeQsymm16") |
Finn Williams | ed66d14 | 2019-12-06 09:55:55 +0000 | [diff] [blame] | 95 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 96 | RunTest<2, armnn::DataType::QSymmS16 , armnn::DataType::Float32>( |
Finn Williams | ed66d14 | 2019-12-06 09:55:55 +0000 | [diff] [blame] | 97 | 0, |
| 98 | {{"inputTensor", { 0, 1, 5, 32767, -1, -32768 }}}, |
| 99 | {{"outputTensor", { 0.0f, 1.5f, 7.5f, 49150.5f, -1.5f,-49152.0f }}}); |
| 100 | } |
| 101 | |
Keith Davis | 67e6c54 | 2020-02-19 10:08:33 +0000 | [diff] [blame] | 102 | struct SimpleDequantizeFixtureQAsymmS8 : DequantizeFixture |
Finn Williams | ed66d14 | 2019-12-06 09:55:55 +0000 | [diff] [blame] | 103 | { |
Keith Davis | 67e6c54 | 2020-02-19 10:08:33 +0000 | [diff] [blame] | 104 | SimpleDequantizeFixtureQAsymmS8() : DequantizeFixture("[ 1, 6 ]", |
Finn Williams | ed66d14 | 2019-12-06 09:55:55 +0000 | [diff] [blame] | 105 | "[ 1, 6 ]", |
| 106 | "INT8") {} |
| 107 | }; |
| 108 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 109 | TEST_CASE_FIXTURE(SimpleDequantizeFixtureQAsymmS8, "SimpleDequantizeQAsymmS8") |
Finn Williams | ed66d14 | 2019-12-06 09:55:55 +0000 | [diff] [blame] | 110 | { |
Keith Davis | 67e6c54 | 2020-02-19 10:08:33 +0000 | [diff] [blame] | 111 | RunTest<2, armnn::DataType::QAsymmS8 , armnn::DataType::Float32>( |
Finn Williams | ed66d14 | 2019-12-06 09:55:55 +0000 | [diff] [blame] | 112 | 0, |
| 113 | {{"inputTensor", { 0, 1, 5, 127, -128, -1 }}}, |
| 114 | {{"outputTensor", { 0.0f, 1.5f, 7.5f, 190.5f, -192.0f, -1.5f }}}); |
| 115 | } |
| 116 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 117 | } |