Sadik Armagan | 66dedc7 | 2019-12-10 16:32:07 +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. |
Sadik Armagan | 66dedc7 | 2019-12-10 16:32:07 +0000 | [diff] [blame] | 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
Sadik Armagan | 66dedc7 | 2019-12-10 16:32:07 +0000 | [diff] [blame] | 6 | #include "ParserFlatbuffersFixture.hpp" |
Sadik Armagan | 66dedc7 | 2019-12-10 16:32:07 +0000 | [diff] [blame] | 7 | |
Sadik Armagan | 66dedc7 | 2019-12-10 16:32:07 +0000 | [diff] [blame] | 8 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 9 | TEST_SUITE("TensorflowLiteParser_Quantize") |
| 10 | { |
Sadik Armagan | 66dedc7 | 2019-12-10 16:32:07 +0000 | [diff] [blame] | 11 | struct QuantizeFixture : public ParserFlatbuffersFixture |
| 12 | { |
Finn Williams | b49ed18 | 2021-06-29 15:50:08 +0100 | [diff] [blame] | 13 | explicit QuantizeFixture(const std::string& inputShape, |
| 14 | const std::string& outputShape, |
| 15 | const std::string& dataType, |
| 16 | const std::string& zeroPoint = "[ 0 ]") |
Sadik Armagan | 66dedc7 | 2019-12-10 16:32:07 +0000 | [diff] [blame] | 17 | { |
| 18 | m_JsonString = R"( |
| 19 | { |
| 20 | "version": 3, |
| 21 | "operator_codes": [ { "builtin_code": "QUANTIZE" } ], |
| 22 | "subgraphs": [ { |
| 23 | "tensors": [ |
| 24 | { |
| 25 | "shape": )" + inputShape + R"(, |
| 26 | "type": "FLOAT32", |
| 27 | "buffer": 0, |
| 28 | "name": "inputTensor", |
| 29 | "quantization": { |
| 30 | "min": [ 0.0 ], |
| 31 | "max": [ 255.0 ], |
| 32 | "scale": [ 1.0 ], |
Finn Williams | b49ed18 | 2021-06-29 15:50:08 +0100 | [diff] [blame] | 33 | "zero_point": )" + zeroPoint + R"(, |
Sadik Armagan | 66dedc7 | 2019-12-10 16:32:07 +0000 | [diff] [blame] | 34 | } |
| 35 | }, |
| 36 | { |
| 37 | "shape": )" + outputShape + R"( , |
| 38 | "type": )" + dataType + R"(, |
| 39 | "buffer": 1, |
| 40 | "name": "outputTensor", |
| 41 | "quantization": { |
| 42 | "min": [ 0.0 ], |
| 43 | "max": [ 255.0 ], |
| 44 | "scale": [ 1.5 ], |
Finn Williams | b49ed18 | 2021-06-29 15:50:08 +0100 | [diff] [blame] | 45 | "zero_point": )" + zeroPoint + R"(, |
Sadik Armagan | 66dedc7 | 2019-12-10 16:32:07 +0000 | [diff] [blame] | 46 | } |
| 47 | } |
| 48 | ], |
| 49 | "inputs": [ 0 ], |
| 50 | "outputs": [ 1 ], |
| 51 | "operators": [ |
| 52 | { |
| 53 | "opcode_index": 0, |
| 54 | "inputs": [ 0 ], |
| 55 | "outputs": [ 1 ], |
| 56 | "builtin_options_type": "QuantizeOptions", |
| 57 | "builtin_options": { |
| 58 | }, |
| 59 | "custom_options_format": "FLEXBUFFERS" |
| 60 | } |
| 61 | ], |
| 62 | } ], |
| 63 | "buffers" : [ |
| 64 | { }, |
| 65 | { }, |
| 66 | ] |
| 67 | } |
| 68 | )"; |
| 69 | SetupSingleInputSingleOutput("inputTensor", "outputTensor"); |
| 70 | } |
| 71 | }; |
| 72 | |
| 73 | struct SimpleQuantizeFixtureQAsymm8 : QuantizeFixture |
| 74 | { |
| 75 | SimpleQuantizeFixtureQAsymm8() : QuantizeFixture("[ 1, 6 ]", |
| 76 | "[ 1, 6 ]", |
| 77 | "UINT8") {} |
| 78 | }; |
| 79 | |
Finn Williams | b49ed18 | 2021-06-29 15:50:08 +0100 | [diff] [blame] | 80 | TEST_CASE_FIXTURE(SimpleQuantizeFixtureQAsymm8, "SimpleQuantizeFixtureQAsymm8") |
Sadik Armagan | 66dedc7 | 2019-12-10 16:32:07 +0000 | [diff] [blame] | 81 | { |
Finn Williams | b49ed18 | 2021-06-29 15:50:08 +0100 | [diff] [blame] | 82 | RunTest<2, armnn::DataType::Float32, armnn::DataType::QAsymmU8>( |
Sadik Armagan | 66dedc7 | 2019-12-10 16:32:07 +0000 | [diff] [blame] | 83 | 0, |
| 84 | {{"inputTensor", { 0.0f, 1.5f, 7.5f, 150.0f, 300.0f, 382.5f }}}, |
| 85 | {{"outputTensor", { 0u, 1u, 5u, 100u, 200u, 255u }}}); |
| 86 | } |
| 87 | |
| 88 | struct SimpleQuantizeFixtureQSymm16 : QuantizeFixture |
| 89 | { |
| 90 | SimpleQuantizeFixtureQSymm16() : QuantizeFixture("[ 1, 6 ]", |
| 91 | "[ 1, 6 ]", |
| 92 | "INT16") {} |
| 93 | }; |
| 94 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 95 | TEST_CASE_FIXTURE(SimpleQuantizeFixtureQSymm16, "SimpleQuantizeQsymm16") |
Sadik Armagan | 66dedc7 | 2019-12-10 16:32:07 +0000 | [diff] [blame] | 96 | { |
Finn Williams | b49ed18 | 2021-06-29 15:50:08 +0100 | [diff] [blame] | 97 | RunTest<2, armnn::DataType::Float32, armnn::DataType::QSymmS16>( |
Sadik Armagan | 66dedc7 | 2019-12-10 16:32:07 +0000 | [diff] [blame] | 98 | 0, |
| 99 | {{"inputTensor", { 0.0f, 1.5f, 7.5f, 49150.5f, -1.5f,-49152.0f }}}, |
| 100 | {{"outputTensor", { 0, 1, 5, 32767, -1, -32768 }}}); |
| 101 | } |
| 102 | |
| 103 | struct SimpleQuantizeFixtureQSymmS8 : QuantizeFixture |
| 104 | { |
| 105 | SimpleQuantizeFixtureQSymmS8() : QuantizeFixture("[ 1, 6 ]", |
| 106 | "[ 1, 6 ]", |
Finn Williams | b49ed18 | 2021-06-29 15:50:08 +0100 | [diff] [blame] | 107 | "INT8", |
| 108 | "[]") {} |
Sadik Armagan | 66dedc7 | 2019-12-10 16:32:07 +0000 | [diff] [blame] | 109 | }; |
| 110 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 111 | TEST_CASE_FIXTURE(SimpleQuantizeFixtureQSymmS8, "SimpleQuantizeQSymmS8") |
Sadik Armagan | 66dedc7 | 2019-12-10 16:32:07 +0000 | [diff] [blame] | 112 | { |
| 113 | RunTest<2, armnn::DataType::Float32, armnn::DataType::QSymmS8>( |
| 114 | 0, |
| 115 | {{"inputTensor", { 0.0f, 1.5f, 7.5f, 190.5f, -192.0f, -1.5f }}}, |
| 116 | {{"outputTensor", { 0, 1, 5, 127, -128, -1 }}}); |
| 117 | } |
| 118 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 119 | } |