| // |
| // Copyright © 2022 Arm Ltd and Contributors. All rights reserved. |
| // SPDX-License-Identifier: MIT |
| // |
| |
| #include "ParserFlatbuffersFixture.hpp" |
| |
| |
| TEST_SUITE("TensorflowLiteParser_ElementwiseUnary") |
| { |
| struct ElementWiseUnaryFixture : public ParserFlatbuffersFixture |
| { |
| explicit ElementWiseUnaryFixture(const std::string& operatorCode, |
| const std::string& dataType, |
| const std::string& inputShape, |
| const std::string& outputShape) |
| { |
| m_JsonString = R"( |
| { |
| "version": 3, |
| "operator_codes": [ { "builtin_code": )" + operatorCode + R"( } ], |
| "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 ], |
| } |
| }, |
| { |
| "shape": )" + outputShape + R"( , |
| "type": )" + dataType + R"( , |
| "buffer": 1, |
| "name": "outputTensor", |
| "quantization": { |
| "min": [ 0.0 ], |
| "max": [ 255.0 ], |
| "scale": [ 1.0 ], |
| "zero_point": [ 0 ], |
| } |
| } |
| ], |
| "inputs": [ 0 ], |
| "outputs": [ 1 ], |
| "operators": [ |
| { |
| "opcode_index": 0, |
| "inputs": [ 0 ], |
| "outputs": [ 1 ], |
| "custom_options_format": "FLEXBUFFERS" |
| } |
| ], |
| } ], |
| "buffers" : [ |
| { }, |
| { } |
| ] |
| } |
| )"; |
| Setup(); |
| } |
| }; |
| |
| struct SimpleAbsFixture : public ElementWiseUnaryFixture |
| { |
| SimpleAbsFixture() : ElementWiseUnaryFixture("ABS", "FLOAT32", "[ 2, 2 ]", "[ 2, 2 ]") {} |
| }; |
| |
| TEST_CASE_FIXTURE(SimpleAbsFixture, "ParseAbs") |
| { |
| std::vector<float> inputValues |
| { |
| -0.1f, 0.2f, |
| 0.3f, -0.4f |
| }; |
| |
| // Calculate output data |
| std::vector<float> expectedOutputValues(inputValues.size()); |
| for (unsigned int i = 0; i < inputValues.size(); ++i) |
| { |
| expectedOutputValues[i] = std::abs(inputValues[i]); |
| } |
| |
| RunTest<2, armnn::DataType::Float32>(0, {{ "inputTensor", { inputValues } }}, |
| {{ "outputTensor",{ expectedOutputValues } } }); |
| } |
| |
| struct SimpleExpFixture : public ElementWiseUnaryFixture |
| { |
| SimpleExpFixture() : ElementWiseUnaryFixture("EXP", "FLOAT32", "[ 1, 2, 3, 1 ]", "[ 1, 2, 3, 1 ]") {} |
| }; |
| |
| TEST_CASE_FIXTURE(SimpleExpFixture, "ParseExp") |
| { |
| RunTest<4, armnn::DataType::Float32>(0, {{ "inputTensor", { 0.0f, 1.0f, 2.0f, |
| 3.0f, 4.0f, 5.0f} }}, |
| {{ "outputTensor",{ 1.0f, 2.718281f, 7.3890515f, |
| 20.0855185f, 54.5980834f, 148.4129329f} } }); |
| } |
| |
| struct SimpleLogFixture : public ElementWiseUnaryFixture |
| { |
| SimpleLogFixture() : ElementWiseUnaryFixture("LOG", "FLOAT32", "[ 1, 2, 3, 1 ]", "[ 1, 2, 3, 1 ]") {} |
| }; |
| |
| TEST_CASE_FIXTURE(SimpleLogFixture, "ParseLog") |
| { |
| RunTest<4, armnn::DataType::Float32>(0, {{ "inputTensor", { 1.0f, 1.0f, 2.0f, |
| 3.0f, 4.0f, 2.71828f} }}, |
| {{ "outputTensor",{ 0.f, 0.f, 0.69314718056f, |
| 1.09861228867f, 1.38629436112f, 0.99999932734f} } }); |
| } |
| |
| struct SimpleLogicalNotFixture : public ElementWiseUnaryFixture |
| { |
| SimpleLogicalNotFixture() : ElementWiseUnaryFixture("LOGICAL_NOT", "BOOL", "[ 1, 1, 1, 4 ]", "[ 1, 1, 1, 4 ]") {} |
| }; |
| |
| TEST_CASE_FIXTURE(SimpleLogicalNotFixture, "ParseLogicalNot") |
| { |
| RunTest<4, armnn::DataType::Boolean>(0, {{ "inputTensor", { 0, 1, 0, 1 } }}, |
| {{ "outputTensor",{ 1, 0, 1, 0 } } }); |
| } |
| |
| struct SimpleNegFixture : public ElementWiseUnaryFixture |
| { |
| SimpleNegFixture() : ElementWiseUnaryFixture("NEG", "FLOAT32", "[ 1, 2, 3, 1 ]", "[ 1, 2, 3, 1 ]") {} |
| }; |
| |
| TEST_CASE_FIXTURE(SimpleNegFixture, "ParseNeg") |
| { |
| RunTest<4, armnn::DataType::Float32>(0, {{ "inputTensor", { 0.0f, 1.0f, -2.0f, |
| 20.0855185f, -54.5980834f, 5.0f} }}, |
| {{ "outputTensor",{ 0.0f, -1.0f, 2.0f, |
| -20.0855185f, 54.5980834f, -5.0f} }}); |
| } |
| |
| struct SimpleRsqrtFixture : public ElementWiseUnaryFixture |
| { |
| SimpleRsqrtFixture() : ElementWiseUnaryFixture("RSQRT", "FLOAT32", "[ 1, 2, 3, 1 ]", "[ 1, 2, 3, 1 ]") {} |
| }; |
| |
| TEST_CASE_FIXTURE(SimpleRsqrtFixture, "ParseRsqrt") |
| { |
| RunTest<4, armnn::DataType::Float32>(0, {{ "inputTensor", { 1.0f, 4.0f, 16.0f, |
| 25.0f, 64.0f, 100.0f } }}, |
| {{ "outputTensor",{ 1.0f, 0.5f, 0.25f, |
| 0.2f, 0.125f, 0.1f} }}); |
| } |
| |
| struct SimpleSqrtFixture : public ElementWiseUnaryFixture |
| { |
| SimpleSqrtFixture() : ElementWiseUnaryFixture("SQRT", "FLOAT32", "[ 1, 2, 3, 1 ]", "[ 1, 2, 3, 1 ]") {} |
| }; |
| |
| TEST_CASE_FIXTURE(SimpleSqrtFixture, "ParseSqrt") |
| { |
| RunTest<4, armnn::DataType::Float32>(0, {{ "inputTensor", { 9.0f, 4.0f, 16.0f, |
| 25.0f, 36.0f, 49.0f } }}, |
| {{ "outputTensor",{ 3.0f, 2.0f, 4.0f, |
| 5.0f, 6.0f, 7.0f} }}); |
| } |
| |
| struct SimpleSinFixture : public ElementWiseUnaryFixture |
| { |
| SimpleSinFixture() : ElementWiseUnaryFixture("SIN", "FLOAT32", "[ 1, 2, 3, 1 ]", "[ 1, 2, 3, 1 ]") {} |
| }; |
| |
| TEST_CASE_FIXTURE(SimpleSinFixture, "ParseSin") |
| { |
| RunTest<4, armnn::DataType::Float32>(0, {{ "inputTensor", { 0.0f, 1.0f, 16.0f, |
| 0.5f, 36.0f, -1.f } }}, |
| {{ "outputTensor",{ 0.0f, 0.8414709848f, -0.28790331666f, |
| 0.4794255386f, -0.99177885344f, -0.8414709848f} }}); |
| } |
| |
| } |