| // |
| // Copyright © 2017 Arm Ltd. All rights reserved. |
| // SPDX-License-Identifier: MIT |
| // |
| |
| #include <boost/test/unit_test.hpp> |
| #include "ParserFlatbuffersFixture.hpp" |
| #include "../TfLiteParser.hpp" |
| |
| #include <string> |
| #include <iostream> |
| |
| BOOST_AUTO_TEST_SUITE(TensorflowLiteParser) |
| |
| struct UnpackFixture : public ParserFlatbuffersFixture |
| { |
| explicit UnpackFixture(const std::string& inputShape, |
| const unsigned int numberOfOutputs, |
| const std::string& outputShape, |
| const std::string& axis, |
| const std::string& num, |
| const std::string& dataType, |
| const std::string& outputScale, |
| const std::string& outputOffset) |
| { |
| // As input index is 0, output indexes start at 1 |
| std::string outputIndexes = "1"; |
| for(unsigned int i = 1; i < numberOfOutputs; i++) |
| { |
| outputIndexes += ", " + std::to_string(i+1); |
| } |
| m_JsonString = R"( |
| { |
| "version": 3, |
| "operator_codes": [ { "builtin_code": "UNPACK" } ], |
| "subgraphs": [ { |
| "tensors": [ |
| { |
| "shape": )" + inputShape + R"(, |
| "type": )" + dataType + R"(, |
| "buffer": 0, |
| "name": "inputTensor", |
| "quantization": { |
| "min": [ 0.0 ], |
| "max": [ 255.0 ], |
| "scale": [ 1.0 ], |
| "zero_point": [ 0 ], |
| } |
| },)"; |
| // Append the required number of outputs for this UnpackFixture. |
| // As input index is 0, output indexes start at 1. |
| for(unsigned int i = 0; i < numberOfOutputs; i++) |
| { |
| m_JsonString += R"( |
| { |
| "shape": )" + outputShape + R"( , |
| "type": )" + dataType + R"(, |
| "buffer": )" + std::to_string(i + 1) + R"(, |
| "name": "outputTensor)" + std::to_string(i + 1) + R"(", |
| "quantization": { |
| "min": [ 0.0 ], |
| "max": [ 255.0 ], |
| "scale": [ )" + outputScale + R"( ], |
| "zero_point": [ )" + outputOffset + R"( ], |
| } |
| },)"; |
| } |
| m_JsonString += R"( |
| ], |
| "inputs": [ 0 ], |
| "outputs": [ )" + outputIndexes + R"( ], |
| "operators": [ |
| { |
| "opcode_index": 0, |
| "inputs": [ 0 ], |
| "outputs": [ )" + outputIndexes + R"( ], |
| "builtin_options_type": "UnpackOptions", |
| "builtin_options": { |
| "axis": )" + axis; |
| |
| if(!num.empty()) |
| { |
| m_JsonString += R"(, |
| "num" : )" + num; |
| } |
| |
| m_JsonString += R"( |
| }, |
| "custom_options_format": "FLEXBUFFERS" |
| } |
| ], |
| } ], |
| "buffers" : [ |
| { }, |
| { } |
| ] |
| } |
| )"; |
| Setup(); |
| } |
| }; |
| |
| struct DefaultUnpackAxisZeroFixture : UnpackFixture |
| { |
| DefaultUnpackAxisZeroFixture() : UnpackFixture("[ 4, 1, 6 ]", 4, "[ 1, 6 ]", "0", "", "FLOAT32", "1.0", "0") {} |
| }; |
| |
| struct DefaultUnpackAxisZeroUint8Fixture : UnpackFixture |
| { |
| DefaultUnpackAxisZeroUint8Fixture() : UnpackFixture("[ 4, 1, 6 ]", 4, "[ 1, 6 ]", "0", "", "UINT8", "0.1", "0") {} |
| }; |
| |
| BOOST_FIXTURE_TEST_CASE(UnpackAxisZeroNumIsDefaultNotSpecified, DefaultUnpackAxisZeroFixture) |
| { |
| RunTest<2, armnn::DataType::Float32>( |
| 0, |
| { {"inputTensor", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, |
| 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, |
| 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, |
| 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f } } }, |
| { {"outputTensor1", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f }}, |
| {"outputTensor2", { 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f }}, |
| {"outputTensor3", { 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f }}, |
| {"outputTensor4", { 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f }} }); |
| } |
| |
| BOOST_FIXTURE_TEST_CASE(UnpackAxisZeroNumIsDefaultNotSpecifiedUint8, DefaultUnpackAxisZeroUint8Fixture) |
| { |
| RunTest<2, armnn::DataType::QuantisedAsymm8>( |
| 0, |
| { {"inputTensor", { 1, 2, 3, 4, 5, 6, |
| 7, 8, 9, 10, 11, 12, |
| 13, 14, 15, 16, 17, 18, |
| 19, 20, 21, 22, 23, 24 } } }, |
| { {"outputTensor1", { 10, 20, 30, 40, 50, 60 }}, |
| {"outputTensor2", { 70, 80, 90, 100, 110, 120 }}, |
| {"outputTensor3", { 130, 140, 150, 160, 170, 180 }}, |
| {"outputTensor4", { 190, 200, 210, 220, 230, 240 }} }); |
| } |
| |
| struct DefaultUnpackLastAxisFixture : UnpackFixture |
| { |
| DefaultUnpackLastAxisFixture() : UnpackFixture("[ 4, 1, 6 ]", 6, "[ 4, 1 ]", "2", "6", "FLOAT32", "1.0", "0") {} |
| }; |
| |
| struct DefaultUnpackLastAxisUint8Fixture : UnpackFixture |
| { |
| DefaultUnpackLastAxisUint8Fixture() : UnpackFixture("[ 4, 1, 6 ]", 6, "[ 4, 1 ]", "2", "6", "UINT8", "0.1", "0") {} |
| }; |
| |
| BOOST_FIXTURE_TEST_CASE(UnpackLastAxisNumSix, DefaultUnpackLastAxisFixture) |
| { |
| RunTest<2, armnn::DataType::Float32>( |
| 0, |
| { {"inputTensor", { 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, |
| 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, |
| 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, |
| 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f } } }, |
| { {"outputTensor1", { 1.0f, 7.0f, 13.0f, 19.0f }}, |
| {"outputTensor2", { 2.0f, 8.0f, 14.0f, 20.0f }}, |
| {"outputTensor3", { 3.0f, 9.0f, 15.0f, 21.0f }}, |
| {"outputTensor4", { 4.0f, 10.0f, 16.0f, 22.0f }}, |
| {"outputTensor5", { 5.0f, 11.0f, 17.0f, 23.0f }}, |
| {"outputTensor6", { 6.0f, 12.0f, 18.0f, 24.0f }} }); |
| } |
| |
| BOOST_FIXTURE_TEST_CASE(UnpackLastAxisNumSixUint8, DefaultUnpackLastAxisUint8Fixture) { |
| RunTest<2, armnn::DataType::QuantisedAsymm8>( |
| 0, |
| {{"inputTensor", { 1, 2, 3, 4, 5, 6, |
| 7, 8, 9, 10, 11, 12, |
| 13, 14, 15, 16, 17, 18, |
| 19, 20, 21, 22, 23, 24 }}}, |
| {{"outputTensor1", { 10, 70, 130, 190 }}, |
| {"outputTensor2", { 20, 80, 140, 200 }}, |
| {"outputTensor3", { 30, 90, 150, 210 }}, |
| {"outputTensor4", { 40, 100, 160, 220 }}, |
| {"outputTensor5", { 50, 110, 170, 230 }}, |
| {"outputTensor6", { 60, 120, 180, 240 }}}); |
| } |
| |
| BOOST_AUTO_TEST_SUITE_END() |