| // |
| // Copyright © 2019 Arm Ltd. All rights reserved. |
| // SPDX-License-Identifier: MIT |
| // |
| |
| #include "ParserFlatbuffersSerializeFixture.hpp" |
| #include <armnnDeserializer/IDeserializer.hpp> |
| |
| #include <string> |
| |
| TEST_SUITE("Deserializer_InstanceNormalization") |
| { |
| struct InstanceNormalizationFixture : public ParserFlatbuffersSerializeFixture |
| { |
| explicit InstanceNormalizationFixture(const std::string &inputShape, |
| const std::string &outputShape, |
| const std::string &gamma, |
| const std::string &beta, |
| const std::string &epsilon, |
| const std::string &dataType, |
| const std::string &dataLayout) |
| { |
| m_JsonString = R"( |
| { |
| inputIds: [0], |
| outputIds: [2], |
| layers: [ |
| { |
| layer_type: "InputLayer", |
| layer: { |
| base: { |
| layerBindingId: 0, |
| base: { |
| index: 0, |
| layerName: "InputLayer", |
| layerType: "Input", |
| inputSlots: [{ |
| index: 0, |
| connection: {sourceLayerIndex:0, outputSlotIndex:0 }, |
| }], |
| outputSlots: [{ |
| index: 0, |
| tensorInfo: { |
| dimensions: )" + inputShape + R"(, |
| dataType: ")" + dataType + R"(", |
| quantizationScale: 0.5, |
| quantizationOffset: 0 |
| }, |
| }] |
| }, |
| } |
| }, |
| }, |
| { |
| layer_type: "InstanceNormalizationLayer", |
| layer : { |
| base: { |
| index:1, |
| layerName: "InstanceNormalizationLayer", |
| layerType: "InstanceNormalization", |
| inputSlots: [{ |
| index: 0, |
| connection: {sourceLayerIndex:0, outputSlotIndex:0 }, |
| }], |
| outputSlots: [{ |
| index: 0, |
| tensorInfo: { |
| dimensions: )" + outputShape + R"(, |
| dataType: ")" + dataType + R"(" |
| }, |
| }], |
| }, |
| descriptor: { |
| dataLayout: ")" + dataLayout + R"(", |
| gamma: ")" + gamma + R"(", |
| beta: ")" + beta + R"(", |
| eps: )" + epsilon + R"( |
| }, |
| }, |
| }, |
| { |
| layer_type: "OutputLayer", |
| layer: { |
| base:{ |
| layerBindingId: 0, |
| base: { |
| index: 2, |
| layerName: "OutputLayer", |
| layerType: "Output", |
| inputSlots: [{ |
| index: 0, |
| connection: {sourceLayerIndex:1, outputSlotIndex:0 }, |
| }], |
| outputSlots: [ { |
| index: 0, |
| tensorInfo: { |
| dimensions: )" + outputShape + R"(, |
| dataType: ")" + dataType + R"(" |
| }, |
| }], |
| } |
| }}, |
| }] |
| } |
| )"; |
| SetupSingleInputSingleOutput("InputLayer", "OutputLayer"); |
| } |
| }; |
| |
| struct InstanceNormalizationFloat32Fixture : InstanceNormalizationFixture |
| { |
| InstanceNormalizationFloat32Fixture():InstanceNormalizationFixture("[ 2, 2, 2, 2 ]", |
| "[ 2, 2, 2, 2 ]", |
| "1.0", |
| "0.0", |
| "0.0001", |
| "Float32", |
| "NHWC") {} |
| }; |
| |
| TEST_CASE_FIXTURE(InstanceNormalizationFloat32Fixture, "InstanceNormalizationFloat32") |
| { |
| RunTest<4, armnn::DataType::Float32>( |
| 0, |
| { |
| 0.f, 1.f, |
| 0.f, 2.f, |
| |
| 0.f, 2.f, |
| 0.f, 4.f, |
| |
| 1.f, -1.f, |
| -1.f, 2.f, |
| |
| -1.f, -2.f, |
| 1.f, 4.f |
| }, |
| { |
| 0.0000000f, -1.1470304f, |
| 0.0000000f, -0.2294061f, |
| |
| 0.0000000f, -0.2294061f, |
| 0.0000000f, 1.6058424f, |
| |
| 0.9999501f, -0.7337929f, |
| -0.9999501f, 0.5241377f, |
| |
| -0.9999501f, -1.1531031f, |
| 0.9999501f, 1.3627582f |
| }); |
| } |
| |
| } |