src/backends/tosaReference/test/TosaRefLayerSupportTests.cpp

//
// Copyright © 2022-2024 Arm Ltd and Contributors. All rights reserved.
// SPDX-License-Identifier: MIT
//


#include <armnn/Optional.hpp>
#include <armnn/Types.hpp>
#include <tosaReference/TosaRefLayerSupport.hpp>

#include <doctest/doctest.h>

#include <string>

using namespace armnn;

TEST_SUITE("TosaRefLayerSupported")
{

TEST_CASE("IsLayerSupportedTosaReferenceAddition")
{
    TensorShape shape0 = {1,1,3,4};
    TensorShape shape1 = {1,1,3,4};
    TensorShape outShape = {1,1,3,4};
    TensorInfo in0(shape0, DataType::Float32);
    TensorInfo in1(shape1, DataType::Float32);
    TensorInfo out(outShape, DataType::Float32);

    BaseDescriptor desc;
    TosaRefLayerSupport supportChecker;
    std::string reasonIfNotSupported;
    auto supported = supportChecker.IsLayerSupported(LayerType::Addition,
                                                     {in0, in1, out},
                                                     desc,
                                                     EmptyOptional(),
                                                     EmptyOptional(),
                                                     reasonIfNotSupported);

    CHECK(supported);
}

TEST_CASE("IsLayerSupportedTosaReferenceAdditionUnsupported")
{
    TensorShape shape0 = {1,1,3,4};
    TensorShape shape1 = {4};
    TensorShape outShape = {1,1,3,4};
    TensorInfo in0(shape0, DataType::Signed64);
    TensorInfo in1(shape1, DataType::Signed64);
    TensorInfo out(outShape, DataType::Signed64);

    BaseDescriptor desc;
    TosaRefLayerSupport supportChecker;
    std::string reasonIfNotSupported;
    auto supported = supportChecker.IsLayerSupported(LayerType::Addition,
                                                     {in0, in1, out},
                                                     desc,
                                                     EmptyOptional(),
                                                     EmptyOptional(),
                                                     reasonIfNotSupported);

    CHECK(!supported);
}

TEST_CASE("IsLayerSupportedTosaReferenceConcat")
{
    TensorShape input0Shape = { 2, 3, 2, 2 };
    TensorShape input1Shape = { 2, 3, 2, 2 };
    TensorShape outputShape = { 2, 6, 2, 2 };
    TensorInfo input0Info(input0Shape, DataType::Float32);
    TensorInfo input1Info(input1Shape, DataType::Float32);
    TensorInfo outputInfo(outputShape, DataType::Float32);

    OriginsDescriptor descriptor;
    std::vector<TensorShape> shapes = {input0Shape, input1Shape} ;
    unsigned int concatAxis = 1;
    descriptor = CreateDescriptorForConcatenation(shapes.begin(), shapes.end(), concatAxis);

    TosaRefLayerSupport supportChecker;
    std::string reasonIfNotSupported;
    auto supported = supportChecker.IsLayerSupported(LayerType::Concat,
                                                     {input0Info, input1Info, outputInfo},
                                                     descriptor,
                                                     EmptyOptional(),
                                                     EmptyOptional(),
                                                     reasonIfNotSupported);

    CHECK(supported);
}

TEST_CASE("IsLayerSupportedTosaReferenceConcatUnsupported")
{
    TensorShape input0Shape = { 2, 3, 2, 2 };
    TensorShape input1Shape = { 2, 3, 2, 2 };
    TensorShape outputShape = { 2, 6, 2, 2 };
    TensorInfo input0Info(input0Shape, armnn::DataType::QAsymmU8);
    TensorInfo input1Info(input1Shape, armnn::DataType::QAsymmU8);
    TensorInfo outputInfo(outputShape, armnn::DataType::QAsymmU8);

    OriginsDescriptor descriptor;
    std::vector<armnn::TensorShape> shapes = {input0Shape, input1Shape} ;
    unsigned int concatAxis = 1;
    descriptor = armnn::CreateDescriptorForConcatenation(shapes.begin(), shapes.end(), concatAxis);

    TosaRefLayerSupport supportChecker;
    std::string reasonIfNotSupported;
    auto supported = supportChecker.IsLayerSupported(LayerType::Concat,
                                                     {input0Info, input1Info, outputInfo},
                                                     descriptor,
                                                     EmptyOptional(),
                                                     EmptyOptional(),
                                                     reasonIfNotSupported);

    CHECK(!supported);
}

TEST_CASE("IsLayerSupportedTosaReferenceConstant")
{
    TensorInfo outputInfo({1,1,3,4}, DataType::Float32);

    TosaRefLayerSupport supportChecker;
    std::string reasonIfNotSupported;
    auto supported = supportChecker.IsLayerSupported(LayerType::Constant,
                                                     {outputInfo},
                                                     BaseDescriptor(),
                                                     EmptyOptional(),
                                                     EmptyOptional(),
                                                     reasonIfNotSupported);

    CHECK(supported);
}

TEST_CASE("IsLayerSupportedTosaReferenceConv2d")
{
    TensorInfo inputInfo ({ 1, 5, 5, 1 }, DataType::Float32);
    TensorInfo outputInfo({ 1, 3, 3, 1 }, DataType::Float32);
    TensorInfo weightsInfo({ 1, 3, 3, 1 }, DataType::Float32);
    TensorInfo biasesInfo ({ 1 }, DataType::Float32);

    Convolution2dDescriptor desc;
    desc.m_BiasEnabled = true;

    TosaRefLayerSupport supportChecker;
    std::string reasonIfNotSupported;
    auto supported = supportChecker.IsLayerSupported(LayerType::Convolution2d,
                                                     {inputInfo, outputInfo, weightsInfo, biasesInfo},
                                                     desc,
                                                     EmptyOptional(),
                                                     EmptyOptional(),
                                                     reasonIfNotSupported);

    CHECK(supported);
}

TEST_CASE("IsLayerSupportedTosaReferenceConv2dUnsupported")
{
    // If inputs and weights are Fp32, output must match.
    TensorInfo inputInfo ({ 1, 5, 5, 1 }, DataType::Float32);
    TensorInfo outputInfo({ 1, 3, 3, 1 }, DataType::Signed64);
    TensorInfo weightsInfo({ 1, 3, 3, 1 }, DataType::Float32, 0.0f, 0, true);
    TensorInfo biasesInfo ({ 1 }, DataType::Float32, 0.0f, 0, true);

    Convolution2dDescriptor desc;
    desc.m_BiasEnabled = true;

    TosaRefLayerSupport supportChecker;
    std::string reasonIfNotSupported;
    auto supported = supportChecker.IsLayerSupported(LayerType::Convolution2d,
                                                     {inputInfo, outputInfo, weightsInfo, biasesInfo},
                                                     desc,
                                                     EmptyOptional(),
                                                     EmptyOptional(),
                                                     reasonIfNotSupported);

    CHECK(!supported);
}

TEST_CASE("IsLayerSupportedTosaReferenceMultiplication")
{
    TensorShape shape0 = {1,1,3,4};
    TensorShape shape1 = {1,1,3,4};
    TensorShape outShape = {1,1,3,4};
    TensorInfo in0(shape0, armnn::DataType::Float32);
    TensorInfo in1(shape1, armnn::DataType::Float32);
    TensorInfo out(outShape, armnn::DataType::Float32);

    BaseDescriptor desc;
    TosaRefLayerSupport supportChecker;
    std::string reasonIfNotSupported;
    auto supported = supportChecker.IsLayerSupported(armnn::LayerType::Multiplication,
                                                     {in0, in1, out},
                                                     desc,
                                                     armnn::EmptyOptional(),
                                                     armnn::EmptyOptional(),
                                                     reasonIfNotSupported);

    CHECK(supported);
}

TEST_CASE("IsLayerSupportedTosaReferenceMultiplicationUnsupported")
{
    TensorShape shape0 = {1,1,3,4};
    TensorShape shape1 = {1,2,3,4};
    TensorShape outShape = {1,1,3,4};
    TensorInfo in0(shape0, armnn::DataType::Signed64);
    TensorInfo in1(shape1, armnn::DataType::Signed64);
    TensorInfo out(outShape, armnn::DataType::Signed64);

    BaseDescriptor desc;
    TosaRefLayerSupport supportChecker;
    std::string reasonIfNotSupported;
    auto supported = supportChecker.IsLayerSupported(armnn::LayerType::Multiplication,
                                                     {in0, in1, out},
                                                     desc,
                                                     armnn::EmptyOptional(),
                                                     armnn::EmptyOptional(),
                                                     reasonIfNotSupported);

    CHECK(!supported);
}

TEST_CASE("IsLayerSupportedTosaReferenceMaxPooling2d")
{
    TensorShape inShape = {1,1,3,4};
    TensorShape outShape = {1,1,3,4};
    TensorInfo in(inShape, DataType::Float32);
    TensorInfo out(outShape, DataType::Float32);

    Pooling2dDescriptor desc;
    desc.m_PoolHeight = 1;
    desc.m_PoolWidth = 1;
    desc.m_StrideX = 1;
    desc.m_StrideY = 1;
    desc.m_PoolType = PoolingAlgorithm::Max;

    TosaRefLayerSupport supportChecker;
    std::string reasonIfNotSupported;
    auto supported = supportChecker.IsLayerSupported(LayerType::Pooling2d,
                                                     {in, out},
                                                     desc,
                                                     EmptyOptional(),
                                                     EmptyOptional(),
                                                     reasonIfNotSupported);

    CHECK(supported);
}

TEST_CASE("IsLayerSupportedTosaReferenceAvgPooling2d_IgnoreValue")
{
    TensorShape inShape = {1,1,3,4};
    TensorShape outShape = {1,1,3,4};
    TensorInfo in(inShape, DataType::Float32);
    TensorInfo out(outShape, DataType::Float32);

    Pooling2dDescriptor desc;
    desc.m_PoolHeight = 1;
    desc.m_PoolWidth = 1;
    desc.m_StrideX = 1;
    desc.m_StrideY = 1;
    desc.m_PaddingMethod = PaddingMethod::IgnoreValue;
    desc.m_PoolType = PoolingAlgorithm::Average;

    TosaRefLayerSupport supportChecker;
    std::string reasonIfNotSupported;
    auto supported = supportChecker.IsLayerSupported(LayerType::Pooling2d,
                                                     {in, out},
                                                     desc,
                                                     EmptyOptional(),
                                                     EmptyOptional(),
                                                     reasonIfNotSupported);

    CHECK(supported);
}

TEST_CASE("IsLayerSupportedTosaReferenceLeakyReLuActivation")
{
    TensorInfo inputInfo1({1,1,3,4}, DataType::Float32);
    TensorInfo inputInfo2({1,1,3,4}, DataType::Float32);
    TensorInfo outputInfo({1,1,3,4}, DataType::Float32);

    TosaRefLayerSupport supportChecker;
    std::string reasonIfNotSupported;
    ActivationDescriptor descriptor;
    descriptor.m_Function = ActivationFunction::LeakyReLu;
    auto supported = supportChecker.IsLayerSupported(LayerType::Activation,
                                                     {inputInfo1, inputInfo2, outputInfo},
                                                     descriptor,
                                                     EmptyOptional(),
                                                     EmptyOptional(),
                                                     reasonIfNotSupported);

    CHECK(supported);
}

TEST_CASE("IsLayerSupportedTosaReferenceActivationUnsupported")
{
    TensorInfo inputInfo1({1,1,3,4}, DataType::Float32);
    TensorInfo inputInfo2({1,1,3,4}, DataType::Float32);
    TensorInfo outputInfo({1,1,3,4}, DataType::Float32);

    TosaRefLayerSupport supportChecker;
    std::string reasonIfNotSupported;
    ActivationDescriptor descriptor;
    descriptor.m_Function = ActivationFunction::HardSwish;
    auto supported = supportChecker.IsLayerSupported(LayerType::Activation,
                                                     {inputInfo1, inputInfo2, outputInfo},
                                                     descriptor,
                                                     EmptyOptional(),
                                                     EmptyOptional(),
                                                     reasonIfNotSupported);

    CHECK(!supported);
}

TEST_CASE("IsLayerSupportedTosaReferenceMaxPooling2dUnsupported")
{
    TensorShape inShape = {1,1,3,4};
    TensorShape outShape = {1,1,3,4};
    TensorInfo in(inShape, DataType::Signed64);
    TensorInfo out(outShape, DataType::Signed64);

    Pooling2dDescriptor desc;
    TosaRefLayerSupport supportChecker;
    std::string reasonIfNotSupported;
    auto supported = supportChecker.IsLayerSupported(LayerType::Pooling2d,
                                                     {in, out},
                                                     desc,
                                                     EmptyOptional(),
                                                     EmptyOptional(),
                                                     reasonIfNotSupported);

    CHECK(!supported);
}

TEST_CASE("IsLayerSupportedTosaReferenceAvgPooling2dUnsupported_InputOutputDatatypeDifferent")
{
    TensorShape inShape = {1,1,3,4};
    TensorShape outShape = {1,1,3,4};
    TensorInfo in(inShape, DataType::Float32);
    TensorInfo out(outShape, DataType::Float16);

    Pooling2dDescriptor desc;
    desc.m_PaddingMethod = PaddingMethod::IgnoreValue;
    desc.m_PoolType = PoolingAlgorithm::Average;

    TosaRefLayerSupport supportChecker;
    std::string reasonIfNotSupported;
    auto supported = supportChecker.IsLayerSupported(LayerType::Pooling2d,
                                                     {in, out},
                                                     desc,
                                                     EmptyOptional(),
                                                     EmptyOptional(),
                                                     reasonIfNotSupported);

    CHECK(!supported);
}

TEST_CASE("IsLayerSupportedTosaReferenceReshape")
{
    TensorShape inShape = {3,4};
    TensorShape outShape = {12};
    TensorInfo in(inShape, DataType::Float32);
    TensorInfo out(outShape, DataType::Float32);

    ReshapeDescriptor desc;
    desc.m_TargetShape = {12};

    TosaRefLayerSupport supportChecker;
    std::string reasonIfNotSupported;
    auto supported = supportChecker.IsLayerSupported(LayerType::Reshape,
                                                     {in, out},
                                                     desc,
                                                     EmptyOptional(),
                                                     EmptyOptional(),
                                                     reasonIfNotSupported);

    CHECK(supported);
}

TEST_CASE("IsLayerSupportedTosaReferenceResize")
{
    TensorShape inShape  = { 1, 720, 1280, 3 };
    TensorShape outShape = { 1, 1080, 1920, 3 };
    TensorInfo in(inShape, DataType::Float32);
    TensorInfo out(outShape, DataType::Float32);

    ResizeDescriptor descriptor;
    descriptor.m_DataLayout = armnn::DataLayout::NHWC;
    descriptor.m_TargetHeight = 1080;
    descriptor.m_TargetWidth = 1920;

    TosaRefLayerSupport supportChecker;
    std::string reasonIfNotSupported;
    auto supported = supportChecker.IsLayerSupported(LayerType::Resize,
                                                     {in, out},
                                                     descriptor,
                                                     EmptyOptional(),
                                                     EmptyOptional(),
                                                     reasonIfNotSupported);

    CHECK(supported);
}

TEST_CASE("IsLayerSupportedTosaReferenceReshapeUnsupported")
{
    TensorShape inShape = {3,4};
    TensorShape outShape = {12};
    TensorInfo in(inShape, DataType::Signed64);
    TensorInfo out(outShape, DataType::Signed64);

    ReshapeDescriptor desc;
    desc.m_TargetShape = {12};

    TosaRefLayerSupport supportChecker;
    std::string reasonIfNotSupported;
    auto supported = supportChecker.IsLayerSupported(LayerType::Reshape,
                                                     {in, out},
                                                     desc,
                                                     EmptyOptional(),
                                                     EmptyOptional(),
                                                     reasonIfNotSupported);

    CHECK(!supported);
}

TEST_CASE("IsLayerSupportedTosaReferenceRsqrt")
{
    TensorShape shape0 = {2,2};
    TensorShape outShape = {2,2};
    TensorInfo in0(shape0, DataType::Float32);
    TensorInfo out(outShape, DataType::Float32);

    ElementwiseUnaryDescriptor desc(UnaryOperation::Rsqrt);
    TosaRefLayerSupport supportChecker;
    std::string reasonIfNotSupported;
    auto supported = supportChecker.IsLayerSupported(LayerType::ElementwiseUnary,
                                                     {in0, out},
                                                     desc,
                                                     EmptyOptional(),
                                                     EmptyOptional(),
                                                     reasonIfNotSupported);

    CHECK(supported);
}

TEST_CASE("IsLayerSupportedTosaReferenceRsqrtUnsupported")
{
    TensorShape shape0 = {1,1,3,4};
    TensorShape outShape = {1,3,1,4};
    TensorInfo in0(shape0, DataType::Signed64);
    TensorInfo out(outShape, DataType::Signed64);

    ElementwiseUnaryDescriptor desc(UnaryOperation::Rsqrt);
    TosaRefLayerSupport supportChecker;
    std::string reasonIfNotSupported;
    auto supported = supportChecker.IsLayerSupported(LayerType::ElementwiseUnary,
                                                     {in0, out},
                                                     desc,
                                                     EmptyOptional(),
                                                     EmptyOptional(),
                                                     reasonIfNotSupported);

    CHECK(!supported);
}

TEST_CASE("IsLayerSupportedTosaReferenceSlice")
{
    TensorShape inShape = {3,2,3};
    TensorShape outShape = {2,1,3};
    TensorInfo in(inShape, DataType::Float32);
    TensorInfo out(outShape, DataType::Float32);

    SliceDescriptor descriptor;
    descriptor.m_Begin = {1,0,0 };
    descriptor.m_Size  = {2,1,3 };

    TosaRefLayerSupport supportChecker;
    std::string reasonIfNotSupported;
    auto supported = supportChecker.IsLayerSupported(LayerType::Slice,
                                                     {in, out},
                                                     descriptor,
                                                     EmptyOptional(),
                                                     EmptyOptional(),
                                                     reasonIfNotSupported);

    CHECK(supported);
}

TEST_CASE("IsLayerSupportedTosaReferenceSliceUnsupported")
{
    TensorShape inShape = {3,2,3};
    TensorShape outShape = {2,1,3};
    TensorInfo in(inShape, DataType::Signed64);
    TensorInfo out(outShape, DataType::Signed64);

    SliceDescriptor descriptor;
    descriptor.m_Begin = {1,0,0};
    descriptor.m_Size  = {2,1,3};

    TosaRefLayerSupport supportChecker;
    std::string reasonIfNotSupported;
    auto supported = supportChecker.IsLayerSupported(LayerType::Slice,
                                                     {in, out},
                                                     descriptor,
                                                     EmptyOptional(),
                                                     EmptyOptional(),
                                                     reasonIfNotSupported);

    CHECK(!supported);
}

TEST_CASE("IsLayerSupportedTosaReferenceSplit")
{
    TensorShape inShape = {1, 18, 4, 4};
    TensorShape outShape = {1, 6, 4, 4};
    TensorInfo in(inShape, DataType::Float32);
    TensorInfo out(outShape, DataType::Float32);

    const unsigned int numViews = 3;
    const unsigned int numDimensions = 4;
    armnn::SplitterDescriptor descriptor(numViews, numDimensions);
    descriptor.SetAxis(static_cast<int32_t>(1));

    TosaRefLayerSupport supportChecker;
    std::string reasonIfNotSupported;
    auto supported = supportChecker.IsLayerSupported(LayerType::Splitter,
                                                     {in, out, out, out},
                                                     descriptor,
                                                     EmptyOptional(),
                                                     EmptyOptional(),
                                                     reasonIfNotSupported);

    CHECK(supported);
}

TEST_CASE("IsLayerSupportedTosaReferenceSplitUnsupported")
{
    TensorShape inShape = {1, 18, 4, 4};
    TensorShape outShape = {1, 6, 4, 4};
    TensorInfo in(inShape, DataType::Signed64);
    TensorInfo out(outShape, DataType::Signed64);

    const unsigned int numViews = 3;
    const unsigned int numDimensions = 4;
    armnn::SplitterDescriptor descriptor(numViews, numDimensions);
    descriptor.SetAxis(static_cast<int32_t>(1));

    TosaRefLayerSupport supportChecker;
    std::string reasonIfNotSupported;
    auto supported = supportChecker.IsLayerSupported(LayerType::Splitter,
                                                     {in, out, out, out},
                                                     descriptor,
                                                     EmptyOptional(),
                                                     EmptyOptional(),
                                                     reasonIfNotSupported);

    CHECK(!supported);
}

TEST_CASE("IsLayerSupportedTosaReferenceSubtraction")
{
    TensorShape shape0 = {1,1,3,4};
    TensorShape shape1 = {1,1,3,4};
    TensorShape outShape = {1,1,3,4};
    TensorInfo in0(shape0, armnn::DataType::Float32);
    TensorInfo in1(shape1, armnn::DataType::Float32);
    TensorInfo out(outShape, armnn::DataType::Float32);

    BaseDescriptor desc;
    TosaRefLayerSupport supportChecker;
    std::string reasonIfNotSupported;
    auto supported = supportChecker.IsLayerSupported(armnn::LayerType::Subtraction,
                                                     {in0, in1, out},
                                                     desc,
                                                     armnn::EmptyOptional(),
                                                     armnn::EmptyOptional(),
                                                     reasonIfNotSupported);

    CHECK(supported);
}

TEST_CASE("IsLayerSupportedTosaReferenceSubtractionUnsupported")
{
    TensorShape shape0 = {1,1,3,4};
    TensorShape shape1 = {4};
    TensorShape outShape = {1,1,3,4};
    TensorInfo in0(shape0, armnn::DataType::Signed64);
    TensorInfo in1(shape1, armnn::DataType::Signed64);
    TensorInfo out(outShape, armnn::DataType::Signed64);

    BaseDescriptor desc;
    TosaRefLayerSupport supportChecker;
    std::string reasonIfNotSupported;
    auto supported = supportChecker.IsLayerSupported(armnn::LayerType::Subtraction,
                                                     {in0, in1, out},
                                                     desc,
                                                     armnn::EmptyOptional(),
                                                     armnn::EmptyOptional(),
                                                     reasonIfNotSupported);

    CHECK(!supported);
}

TEST_CASE("IsLayerSupportedTosaReferenceTransposeConv2d")
{
    TensorInfo inputInfo ({ 1, 3, 3, 1 }, DataType::Float32);
    TensorInfo outputInfo({ 1, 5, 5, 1 }, DataType::Float32);
    TensorInfo weightsInfo({ 1, 3, 3, 1 }, DataType::Float32);
    TensorInfo biasesInfo ({ 1 }, DataType::Float32);

    TransposeConvolution2dDescriptor desc;
    desc.m_StrideX = 1;
    desc.m_StrideY = 1;
    desc.m_BiasEnabled = true;

    TosaRefLayerSupport supportChecker;
    std::string reasonIfNotSupported;
    auto supported = supportChecker.IsLayerSupported(LayerType::TransposeConvolution2d,
                                                     {inputInfo, outputInfo, weightsInfo, biasesInfo},
                                                     desc,
                                                     EmptyOptional(),
                                                     EmptyOptional(),
                                                     reasonIfNotSupported);
    CHECK(supported);
}

TEST_CASE("IsLayerSupportedTosaReferenceTransposeConv2dUnsupported")
{
    // If inputs and weights are Fp32, output must match.
    TensorInfo inputInfo ({ 1, 3, 3, 1 }, DataType::Float32);
    TensorInfo outputInfo({ 1, 5, 5, 1 }, DataType::Float32);
    TensorInfo weightsInfo({ 1, 3, 3, 1 }, DataType::Float32, 0.0f, 0, true);
    TensorInfo biasesInfo ({ 1 }, DataType::Float32, 0.0f, 0, true);

    TransposeConvolution2dDescriptor desc;
    desc.m_BiasEnabled = true;

    TosaRefLayerSupport supportChecker;
    std::string reasonIfNotSupported;
    auto supported = supportChecker.IsLayerSupported(LayerType::TransposeConvolution2d,
                                                     {inputInfo, outputInfo, weightsInfo, biasesInfo},
                                                     desc,
                                                     EmptyOptional(),
                                                     EmptyOptional(),
                                                     reasonIfNotSupported);
    CHECK(!supported);
}

TEST_CASE("IsLayerSupportedTosaReferenceTranspose")
{
    TensorShape inShape = { 1, 1, 5, 3 };
    TensorShape outShape = { 1, 5, 1, 3 };
    TensorInfo in(inShape, DataType::Float32);
    TensorInfo out(outShape, DataType::Float32);

    TransposeDescriptor transposeDescriptor = TransposeDescriptor({ 0, 2, 1 ,3 });

    TosaRefLayerSupport supportChecker;
    std::string reasonIfNotSupported;
    auto supported = supportChecker.IsLayerSupported(LayerType::Transpose,
                                                     {in, out},
                                                     transposeDescriptor,
                                                     EmptyOptional(),
                                                     EmptyOptional(),
                                                     reasonIfNotSupported);

    CHECK(supported);
}

TEST_CASE("IsLayerSupportedTosaReferenceTransposeUnsupported")
{
    TensorShape inShape = { 1, 1, 5, 3 };
    TensorShape outShape = { 1, 5, 1, 3 };
    TensorInfo in(inShape, DataType::Signed64);
    TensorInfo out(outShape, DataType::Signed64);

    TransposeDescriptor transposeDescriptor = TransposeDescriptor({ 0, 2, 1 ,3 });

    TosaRefLayerSupport supportChecker;
    std::string reasonIfNotSupported;
    auto supported = supportChecker.IsLayerSupported(LayerType::Transpose,
                                                     {in, out},
                                                     transposeDescriptor,
                                                     EmptyOptional(),
                                                     EmptyOptional(),
                                                     reasonIfNotSupported);

    CHECK(!supported);
}

}