129 lines
4.7 KiB
C++
129 lines
4.7 KiB
C++
// Copyright (C) 2018-2022 Intel Corporation
|
|
// SPDX-License-Identifier: Apache-2.0
|
|
//
|
|
|
|
#include <gtest/gtest.h>
|
|
|
|
#include <random>
|
|
#include "openvino/op/mish.hpp"
|
|
#include "base_reference_test.hpp"
|
|
|
|
using namespace reference_tests;
|
|
using namespace ov;
|
|
|
|
namespace {
|
|
struct MishParams {
|
|
template <class IT>
|
|
MishParams(const ov::PartialShape& dynamicShape, const ov::Shape& inputShape,
|
|
const ov::element::Type& iType, const std::vector<IT>& iValues, const std::vector<IT>& oValues,
|
|
const std::string& test_name = "")
|
|
: dynamicShape(dynamicShape),
|
|
inputShape(inputShape),
|
|
inType(iType),
|
|
outType(iType),
|
|
inputData(CreateTensor(iType, iValues)),
|
|
refData(CreateTensor(iType, oValues)),
|
|
testcaseName(test_name) {}
|
|
|
|
ov::PartialShape dynamicShape;
|
|
ov::PartialShape inputShape;
|
|
ov::element::Type inType;
|
|
ov::element::Type outType;
|
|
ov::Tensor inputData;
|
|
ov::Tensor refData;
|
|
std::string testcaseName;
|
|
};
|
|
|
|
class ReferenceMishLayerTest : public testing::TestWithParam<MishParams>, public CommonReferenceTest {
|
|
public:
|
|
void SetUp() override {
|
|
auto params = GetParam();
|
|
function = CreateFunction(params.dynamicShape, params.inType);
|
|
inputData = {params.inputData};
|
|
refOutData = {params.refData};
|
|
}
|
|
static std::string getTestCaseName(const testing::TestParamInfo<MishParams>& obj) {
|
|
auto param = obj.param;
|
|
std::ostringstream result;
|
|
result << "dShape=" << param.dynamicShape << "_";
|
|
result << "iShape=" << param.inputShape << "_";
|
|
result << "iType=" << param.inType << "_";
|
|
if (param.testcaseName != "") {
|
|
result << "oType=" << param.outType << "_";
|
|
result << param.testcaseName;
|
|
} else {
|
|
result << "oType=" << param.outType;
|
|
}
|
|
return result.str();
|
|
}
|
|
|
|
private:
|
|
static std::shared_ptr<Model> CreateFunction(const PartialShape& input_shape, const element::Type& input_type) {
|
|
const auto in = std::make_shared<op::v0::Parameter>(input_type, input_shape);
|
|
const auto Mish = std::make_shared<op::v4::Mish>(in);
|
|
return std::make_shared<ov::Model>(NodeVector {Mish}, ParameterVector {in});
|
|
}
|
|
};
|
|
|
|
TEST_P(ReferenceMishLayerTest, CompareWithRefs) {
|
|
Exec();
|
|
}
|
|
|
|
template <element::Type_t IN_ET>
|
|
std::vector<MishParams> generateMishFloatParams(const PartialShape& dynamicShape, const Shape& staticShape, const std::string& test_name = "") {
|
|
using T = typename element_type_traits<IN_ET>::value_type;
|
|
|
|
// generate input tensor (with possible type conversion)
|
|
auto staticSize = shape_size(staticShape);
|
|
std::vector<T> expected;
|
|
std::vector<T> input;
|
|
{
|
|
std::mt19937 gen{0}; // use fixed seed for reproducibility of the test
|
|
std::normal_distribution<> d{0.0, 20.0};
|
|
|
|
for (auto i = staticSize; i > 0; i--) {
|
|
auto x = static_cast<T>(d(gen));
|
|
auto y = static_cast<T>(static_cast<double>(x) * std::tanh(std::log(1.0 + std::exp(x))));
|
|
input.push_back(x);
|
|
expected.push_back(y);
|
|
}
|
|
}
|
|
|
|
std::vector<MishParams> mishParams;
|
|
|
|
if (test_name != "") {
|
|
mishParams = {
|
|
MishParams(dynamicShape, staticShape, IN_ET, input, expected, test_name)
|
|
};
|
|
} else {
|
|
mishParams = {
|
|
MishParams(dynamicShape, staticShape, IN_ET, input, expected)
|
|
};
|
|
}
|
|
return mishParams;
|
|
}
|
|
|
|
std::vector<MishParams> generateMishCombinedParams() {
|
|
const std::vector<std::vector<MishParams>> mishTypeParams {
|
|
generateMishFloatParams<element::Type_t::f32>({2, 5}, {2, 5}),
|
|
generateMishFloatParams<element::Type_t::f32>({2, 3, 4, 5}, {2, 3, 4, 5}),
|
|
generateMishFloatParams<element::Type_t::f32>(PartialShape::dynamic(), {2, 3, 4, 5}),
|
|
generateMishFloatParams<element::Type_t::f32>({2, Dimension::dynamic(), 4, 5}, {2, 3, 4, 5}, "dimensionDynamic"),
|
|
generateMishFloatParams<element::Type_t::f16>({2, 5}, {2, 5}),
|
|
generateMishFloatParams<element::Type_t::f16>({2, 3, 4, 5}, {2, 3, 4, 5}),
|
|
generateMishFloatParams<element::Type_t::f16>(PartialShape::dynamic(), {2, 3, 4, 5}),
|
|
generateMishFloatParams<element::Type_t::f16>({2, Dimension::dynamic(), 4, 5}, {2, 3, 4, 5}, "dimensionDynamic")
|
|
};
|
|
std::vector<MishParams> combinedParams;
|
|
|
|
for (const auto& params : mishTypeParams) {
|
|
combinedParams.insert(combinedParams.end(), params.begin(), params.end());
|
|
}
|
|
return combinedParams;
|
|
}
|
|
|
|
INSTANTIATE_TEST_SUITE_P(smoke_Mish_With_Hardcoded_Refs, ReferenceMishLayerTest,
|
|
testing::ValuesIn(generateMishCombinedParams()), ReferenceMishLayerTest::getTestCaseName);
|
|
|
|
} // namespace
|