openvino/docs/template_plugin/tests/functional/op_reference/clamp.cpp

// Copyright (C) 2021 Intel Corporation
// SPDX-License-Identifier: Apache-2.0
//

#include <gtest/gtest.h>

#include "openvino/op/clamp.hpp"
#include "base_reference_test.hpp"

using namespace reference_tests;
using namespace ov;

namespace {
struct ClampParams {
    template <class IT>
    ClampParams(const ov::PartialShape& shape, const ov::element::Type& iType, const std::vector<IT>& iValues, const std::vector<IT>& oValues,
                const double min, const double max)
        : min(min),
          max(max),
          pshape(shape),
          inType(iType),
          outType(iType),
          inputData(CreateTensor(iType, iValues)),
          refData(CreateTensor(iType, oValues)) {}

    double min = 0;
    double max = 0;

    ov::PartialShape pshape;
    ov::element::Type inType;
    ov::element::Type outType;
    ov::runtime::Tensor inputData;
    ov::runtime::Tensor refData;
};

class ReferenceClampLayerTest : public testing::TestWithParam<ClampParams>, public CommonReferenceTest {
public:
    void SetUp() override {
        auto params = GetParam();
        function = CreateFunction(params.pshape, params.inType, params.outType, params.min, params.max);
        inputData = {params.inputData};
        refOutData = {params.refData};
    }
    static std::string getTestCaseName(const testing::TestParamInfo<ClampParams>& obj) {
        auto param = obj.param;
        std::ostringstream result;
        result << "shape=" << param.pshape << "_";
        result << "iType=" << param.inType << "_";
        result << "oType=" << param.outType << "_";
        result << "min=" << param.min << "_";
        result << "max=" << param.max;
        return result.str();
    }

private:
    static std::shared_ptr<Function> CreateFunction(const ov::PartialShape& input_shape, const ov::element::Type& input_type,
                                                    const ov::element::Type& expected_output_type, const double min, const double max) {
        const auto in = std::make_shared<op::v0::Parameter>(input_type, input_shape);
        const auto Clamp = std::make_shared<op::v0::Clamp>(in, min, max);
        return std::make_shared<ov::Function>(NodeVector {Clamp}, ParameterVector {in});
    }
};

TEST_P(ReferenceClampLayerTest, CompareWithRefs) {
    Exec();
}

template <element::Type_t IN_ET>
std::vector<ClampParams> generateClampFloatParams() {
    using T = typename element_type_traits<IN_ET>::value_type;
    auto min = std::numeric_limits<T>::min();
    auto max = std::numeric_limits<T>::max();
    auto pinf = std::numeric_limits<float>::infinity();
    auto ninf = -std::numeric_limits<float>::infinity();
    std::vector<ClampParams> clampParams {
        ClampParams(ov::PartialShape {5, 2},
                    IN_ET,
                    std::vector<T>{-0.1, 0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8},
                    std::vector<T>{0.2, 0.2, 0.2, 0.2, 0.3, 0.4, 0.5, 0.6, 0.6, 0.6},
                    0.2,
                    0.6),
        ClampParams(ov::PartialShape {5, 2},
                    IN_ET,
                    std::vector<T>{min, max, ninf, pinf, 9.99999, 10.0, 10.000001, 19.999999, 20.0, 20.000001},
                    std::vector<T>{10.0, 20.0, 10.0, 20.0, 10.0, 10.0, 10.000001, 19.999999, 20.0, 20.0},
                    10.0,
                    20.0),
        ClampParams(ov::PartialShape {5, 2},
                    IN_ET,
                    std::vector<T>{min, max, ninf, pinf, 9.99999, 10.0, 10.000001, 19.999999, 20.0, 20.000001},
                    std::vector<T>{10.0, max, 10.0, pinf, 10.0, 10.0, 10.000001, 19.999999, 20.0, 20.000001},
                    10.0,
                    pinf),
        ClampParams(ov::PartialShape {5, 2},
                    IN_ET,
                    std::vector<T>{min, max, ninf, pinf, 9.99999, 10.0, 10.000001, 19.999999, 20.0, 20.000001},
                    std::vector<T>{min, 20.0, ninf, 20.0, 9.99999, 10.0, 10.000001, 19.999999, 20.0, 20.0},
                    ninf,
                    20.0)
    };
    return clampParams;
}

template <element::Type_t IN_ET>
std::vector<ClampParams> generateClampIntParams() {
    using T = typename element_type_traits<IN_ET>::value_type;
    auto min = std::numeric_limits<T>::min();
    auto max = std::numeric_limits<T>::max();
    auto pinf = std::numeric_limits<float>::infinity();
    auto ninf = -std::numeric_limits<float>::infinity();
    std::vector<ClampParams> clampParams {
        ClampParams(ov::PartialShape {6},
                    IN_ET,
                    std::vector<T>{-1, 3, -10, 20, 6, 2},
                    std::vector<T>{1, 3, 1, 5, 5, 2},
                    0.4,
                    5.6),
        ClampParams(ov::PartialShape {6},
                    IN_ET,
                    std::vector<T>{-6, 1, -2, 0, -1, 2},
                    std::vector<T>{-5, -1, -2, -1, -1, -1},
                    -5.6,
                    -0.4),
        ClampParams(ov::PartialShape {4, 2},
                    IN_ET,
                    std::vector<T>{min, max, 9, 10, 11, 19, 20, 21},
                    std::vector<T>{10, 20, 10, 10, 11, 19, 20, 20},
                    10.0,
                    20.0),
        ClampParams(ov::PartialShape {4, 2},
                    IN_ET,
                    std::vector<T>{min, max, 9, 10, 11, 19, 20, 21},
                    std::vector<T>{10, max, 10, 10, 11, 19, 20, 21},
                    10.0,
                    pinf),
        ClampParams(ov::PartialShape {4, 2},
                    IN_ET,
                    std::vector<T>{min, max, 9, 10, 11, 19, 20, 21},
                    std::vector<T>{min, 20, 9, 10, 11, 19, 20, 20},
                    ninf,
                    20.0)
    };
    return clampParams;
}

template <element::Type_t IN_ET>
std::vector<ClampParams> generateClampUintParams() {
    using T = typename element_type_traits<IN_ET>::value_type;
    auto min = std::numeric_limits<T>::min();
    T max = (static_cast<T>(1) << (std::numeric_limits<T>::digits - 1)) - 1;
    auto pinf = static_cast<double>(max);
    auto ninf = -std::numeric_limits<float>::infinity();
    std::vector<ClampParams> clampParams {
        ClampParams(ov::PartialShape {4, 2},
                    IN_ET,
                    std::vector<T>{min, max, 9, 10, 11, 19, 20, 21},
                    std::vector<T>{10, 20, 10, 10, 11, 19, 20, 20},
                    10.0,
                    20.0),
        ClampParams(ov::PartialShape {4, 2},
                    IN_ET,
                    std::vector<T>{min, max, 9, 10, 11, 19, 20, 21},
                    std::vector<T>{10, max, 10, 10, 11, 19, 20, 21},
                    10.0,
                    pinf),
        ClampParams(ov::PartialShape {4, 2},
                    IN_ET,
                    std::vector<T>{min, max, 9, 10, 11, 19, 20, 21},
                    std::vector<T>{min, 20, 9, 10, 11, 19, 20, 20},
                    ninf,
                    20.0)
    };
    return clampParams;
}

std::vector<ClampParams> generateClampCombinedParams() {
    const std::vector<std::vector<ClampParams>> clampTypeParams {
        generateClampFloatParams<element::Type_t::f32>(),
        generateClampFloatParams<element::Type_t::f16>(),
        generateClampFloatParams<element::Type_t::bf16>(),
        generateClampIntParams<element::Type_t::i8>(),
        generateClampIntParams<element::Type_t::i16>(),
        generateClampIntParams<element::Type_t::i32>(),
        generateClampIntParams<element::Type_t::i64>(),
        generateClampUintParams<element::Type_t::u8>(),
        generateClampUintParams<element::Type_t::u16>(),
        generateClampUintParams<element::Type_t::u32>(),
        generateClampUintParams<element::Type_t::u64>()
        };
    std::vector<ClampParams> combinedParams;

    for (const auto& params : clampTypeParams) {
        combinedParams.insert(combinedParams.end(), params.begin(), params.end());
    }
    return combinedParams;
}

INSTANTIATE_TEST_SUITE_P(smoke_Clamp_With_Hardcoded_Refs, ReferenceClampLayerTest,
    testing::ValuesIn(generateClampCombinedParams()), ReferenceClampLayerTest::getTestCaseName);

} // namespace