Sadik Armagan | 66dedc7 | 2019-12-10 16:32:07 +0000 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2019 Arm Ltd. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
Sadik Armagan | 66dedc7 | 2019-12-10 16:32:07 +0000 | [diff] [blame] | 6 | #include "ParserFlatbuffersFixture.hpp" |
| 7 | #include "../TfLiteParser.hpp" |
| 8 | |
| 9 | #include <string> |
| 10 | #include <iostream> |
| 11 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 12 | TEST_SUITE("TensorflowLiteParser_Quantize") |
| 13 | { |
Sadik Armagan | 66dedc7 | 2019-12-10 16:32:07 +0000 | [diff] [blame] | 14 | struct QuantizeFixture : public ParserFlatbuffersFixture |
| 15 | { |
| 16 | explicit QuantizeFixture(const std::string & inputShape, |
| 17 | const std::string & outputShape, |
| 18 | const std::string & dataType) |
| 19 | { |
| 20 | m_JsonString = R"( |
| 21 | { |
| 22 | "version": 3, |
| 23 | "operator_codes": [ { "builtin_code": "QUANTIZE" } ], |
| 24 | "subgraphs": [ { |
| 25 | "tensors": [ |
| 26 | { |
| 27 | "shape": )" + inputShape + R"(, |
| 28 | "type": "FLOAT32", |
| 29 | "buffer": 0, |
| 30 | "name": "inputTensor", |
| 31 | "quantization": { |
| 32 | "min": [ 0.0 ], |
| 33 | "max": [ 255.0 ], |
| 34 | "scale": [ 1.0 ], |
| 35 | "zero_point": [ 0 ], |
| 36 | } |
| 37 | }, |
| 38 | { |
| 39 | "shape": )" + outputShape + R"( , |
| 40 | "type": )" + dataType + R"(, |
| 41 | "buffer": 1, |
| 42 | "name": "outputTensor", |
| 43 | "quantization": { |
| 44 | "min": [ 0.0 ], |
| 45 | "max": [ 255.0 ], |
| 46 | "scale": [ 1.5 ], |
| 47 | "zero_point": [ 0 ], |
| 48 | } |
| 49 | } |
| 50 | ], |
| 51 | "inputs": [ 0 ], |
| 52 | "outputs": [ 1 ], |
| 53 | "operators": [ |
| 54 | { |
| 55 | "opcode_index": 0, |
| 56 | "inputs": [ 0 ], |
| 57 | "outputs": [ 1 ], |
| 58 | "builtin_options_type": "QuantizeOptions", |
| 59 | "builtin_options": { |
| 60 | }, |
| 61 | "custom_options_format": "FLEXBUFFERS" |
| 62 | } |
| 63 | ], |
| 64 | } ], |
| 65 | "buffers" : [ |
| 66 | { }, |
| 67 | { }, |
| 68 | ] |
| 69 | } |
| 70 | )"; |
| 71 | SetupSingleInputSingleOutput("inputTensor", "outputTensor"); |
| 72 | } |
| 73 | }; |
| 74 | |
| 75 | struct SimpleQuantizeFixtureQAsymm8 : QuantizeFixture |
| 76 | { |
| 77 | SimpleQuantizeFixtureQAsymm8() : QuantizeFixture("[ 1, 6 ]", |
| 78 | "[ 1, 6 ]", |
| 79 | "UINT8") {} |
| 80 | }; |
| 81 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 82 | TEST_CASE_FIXTURE(SimpleQuantizeQAsymm8, SimpleQuantizeFixtureQAsymm8) |
Sadik Armagan | 66dedc7 | 2019-12-10 16:32:07 +0000 | [diff] [blame] | 83 | { |
| 84 | RunTest<2, armnn::DataType::Float32, armnn::DataType::QuantisedAsymm8>( |
| 85 | 0, |
| 86 | {{"inputTensor", { 0.0f, 1.5f, 7.5f, 150.0f, 300.0f, 382.5f }}}, |
| 87 | {{"outputTensor", { 0u, 1u, 5u, 100u, 200u, 255u }}}); |
| 88 | } |
| 89 | |
| 90 | struct SimpleQuantizeFixtureQSymm16 : QuantizeFixture |
| 91 | { |
| 92 | SimpleQuantizeFixtureQSymm16() : QuantizeFixture("[ 1, 6 ]", |
| 93 | "[ 1, 6 ]", |
| 94 | "INT16") {} |
| 95 | }; |
| 96 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 97 | TEST_CASE_FIXTURE(SimpleQuantizeFixtureQSymm16, "SimpleQuantizeQsymm16") |
Sadik Armagan | 66dedc7 | 2019-12-10 16:32:07 +0000 | [diff] [blame] | 98 | { |
| 99 | RunTest<2, armnn::DataType::Float32, armnn::DataType::QuantisedSymm16>( |
| 100 | 0, |
| 101 | {{"inputTensor", { 0.0f, 1.5f, 7.5f, 49150.5f, -1.5f,-49152.0f }}}, |
| 102 | {{"outputTensor", { 0, 1, 5, 32767, -1, -32768 }}}); |
| 103 | } |
| 104 | |
| 105 | struct SimpleQuantizeFixtureQSymmS8 : QuantizeFixture |
| 106 | { |
| 107 | SimpleQuantizeFixtureQSymmS8() : QuantizeFixture("[ 1, 6 ]", |
| 108 | "[ 1, 6 ]", |
| 109 | "INT8") {} |
| 110 | }; |
| 111 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 112 | TEST_CASE_FIXTURE(SimpleQuantizeFixtureQSymmS8, "SimpleQuantizeQSymmS8") |
Sadik Armagan | 66dedc7 | 2019-12-10 16:32:07 +0000 | [diff] [blame] | 113 | { |
| 114 | RunTest<2, armnn::DataType::Float32, armnn::DataType::QSymmS8>( |
| 115 | 0, |
| 116 | {{"inputTensor", { 0.0f, 1.5f, 7.5f, 190.5f, -192.0f, -1.5f }}}, |
| 117 | {{"outputTensor", { 0, 1, 5, 127, -128, -1 }}}); |
| 118 | } |
| 119 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 120 | } |