// // Copyright © 2019 Arm Ltd. All rights reserved. // SPDX-License-Identifier: MIT // #include "ParserFlatbuffersFixture.hpp" #include "../TfLiteParser.hpp" #include #include TEST_SUITE("TensorflowLiteParser_Quantize") { struct QuantizeFixture : public ParserFlatbuffersFixture { explicit QuantizeFixture(const std::string & inputShape, const std::string & outputShape, const std::string & dataType) { m_JsonString = R"( { "version": 3, "operator_codes": [ { "builtin_code": "QUANTIZE" } ], "subgraphs": [ { "tensors": [ { "shape": )" + inputShape + R"(, "type": "FLOAT32", "buffer": 0, "name": "inputTensor", "quantization": { "min": [ 0.0 ], "max": [ 255.0 ], "scale": [ 1.0 ], "zero_point": [ 0 ], } }, { "shape": )" + outputShape + R"( , "type": )" + dataType + R"(, "buffer": 1, "name": "outputTensor", "quantization": { "min": [ 0.0 ], "max": [ 255.0 ], "scale": [ 1.5 ], "zero_point": [ 0 ], } } ], "inputs": [ 0 ], "outputs": [ 1 ], "operators": [ { "opcode_index": 0, "inputs": [ 0 ], "outputs": [ 1 ], "builtin_options_type": "QuantizeOptions", "builtin_options": { }, "custom_options_format": "FLEXBUFFERS" } ], } ], "buffers" : [ { }, { }, ] } )"; SetupSingleInputSingleOutput("inputTensor", "outputTensor"); } }; struct SimpleQuantizeFixtureQAsymm8 : QuantizeFixture { SimpleQuantizeFixtureQAsymm8() : QuantizeFixture("[ 1, 6 ]", "[ 1, 6 ]", "UINT8") {} }; TEST_CASE_FIXTURE(SimpleQuantizeQAsymm8, SimpleQuantizeFixtureQAsymm8) { RunTest<2, armnn::DataType::Float32, armnn::DataType::QuantisedAsymm8>( 0, {{"inputTensor", { 0.0f, 1.5f, 7.5f, 150.0f, 300.0f, 382.5f }}}, {{"outputTensor", { 0u, 1u, 5u, 100u, 200u, 255u }}}); } struct SimpleQuantizeFixtureQSymm16 : QuantizeFixture { SimpleQuantizeFixtureQSymm16() : QuantizeFixture("[ 1, 6 ]", "[ 1, 6 ]", "INT16") {} }; TEST_CASE_FIXTURE(SimpleQuantizeFixtureQSymm16, "SimpleQuantizeQsymm16") { RunTest<2, armnn::DataType::Float32, armnn::DataType::QuantisedSymm16>( 0, {{"inputTensor", { 0.0f, 1.5f, 7.5f, 49150.5f, -1.5f,-49152.0f }}}, {{"outputTensor", { 0, 1, 5, 32767, -1, -32768 }}}); } struct SimpleQuantizeFixtureQSymmS8 : QuantizeFixture { SimpleQuantizeFixtureQSymmS8() : QuantizeFixture("[ 1, 6 ]", "[ 1, 6 ]", "INT8") {} }; TEST_CASE_FIXTURE(SimpleQuantizeFixtureQSymmS8, "SimpleQuantizeQSymmS8") { RunTest<2, armnn::DataType::Float32, armnn::DataType::QSymmS8>( 0, {{"inputTensor", { 0.0f, 1.5f, 7.5f, 190.5f, -192.0f, -1.5f }}}, {{"outputTensor", { 0, 1, 5, 127, -128, -1 }}}); } }