openvino/src/plugins/template/tests/functional/op_reference/constant.cpp

384 lines
16 KiB
C++

// Copyright (C) 2018-2023 Intel Corporation
// SPDX-License-Identifier: Apache-2.0
//
#include "openvino/op/constant.hpp"
#include <gtest/gtest.h>
#include <random>
#include "base_reference_test.hpp"
#include "functional_test_utils/skip_tests_config.hpp"
#include "openvino/op/abs.hpp"
#include "openvino/op/equal.hpp"
using namespace reference_tests;
using namespace ov;
namespace {
struct ConstantParams {
template <class IT, class OT>
ConstantParams(const PartialShape& inputShape,
const element::Type& inType,
const element::Type& refType,
const std::vector<IT>& inputData,
const std::vector<OT>& refData,
const std::string& test_name = "")
: inputShape(inputShape),
inType(inType),
refType(refType),
inputData(CreateTensor(inType, inputData)),
refData(CreateTensor(refType, refData)),
testcaseName(test_name) {}
PartialShape inputShape;
element::Type inType;
element::Type refType;
ov::Tensor inputData;
ov::Tensor refData;
std::string testcaseName;
};
class ReferenceConstantLayerTest : public testing::TestWithParam<ConstantParams>, public CommonReferenceTest {
public:
void SetUp() override {
auto params = GetParam();
function = CreateFunction(params);
refOutData = {params.refData};
}
static std::string getTestCaseName(const testing::TestParamInfo<ConstantParams>& obj) {
auto param = obj.param;
std::ostringstream result;
result << "iShape=" << param.inputShape << "_";
result << "iType=" << param.inType << "_";
if (param.testcaseName != "") {
result << "oType=" << param.refType << "_";
result << param.testcaseName;
} else {
result << "oType=" << param.refType;
}
return result.str();
}
private:
static std::shared_ptr<Model> CreateFunction(const ParamType& params) {
auto A = op::v0::Constant::create(params.inType, params.inputShape.to_shape(), params.inputData.data());
return std::make_shared<Model>(A, ParameterVector{});
}
};
class ReferenceConstantLayerTest_2Constant : public ReferenceConstantLayerTest {
public:
void SetUp() override {
auto params = GetParam();
function = CreateFunction(params);
refOutData = {params.refData, params.refData};
}
private:
static std::shared_ptr<Model> CreateFunction(const ParamType& params) {
auto A = op::v0::Constant::create(params.inType, params.inputShape.to_shape(), params.inputData.data());
auto B = op::v0::Constant::create(params.inType, params.inputShape.to_shape(), params.inputData.data());
return std::make_shared<Model>(NodeVector{A, B}, ParameterVector{});
}
};
class ReferenceConstantLayerTest_WithOp : public ReferenceConstantLayerTest {
public:
void SetUp() override {
auto params = GetParam();
function = CreateFunction(params);
refOutData = {params.refData};
}
private:
static std::shared_ptr<Model> CreateFunction(const ParamType& params) {
auto A = op::v0::Constant::create(params.inType, params.inputShape.to_shape(), params.inputData.data());
return std::make_shared<Model>(std::make_shared<op::v0::Abs>(A), ParameterVector{});
}
};
class ReferenceConstantLayerTest_MultiUse : public ReferenceConstantLayerTest {
public:
void SetUp() override {
auto params = GetParam();
function = CreateFunction(params);
refOutData = {params.refData};
}
private:
static std::shared_ptr<Model> CreateFunction(const ParamType& params) {
const auto A = std::make_shared<op::v0::Constant>(
params.inType,
params.inputShape.to_shape(),
std::vector<std::string>{std::to_string(*reinterpret_cast<int*>(params.inputData.data()))});
return std::make_shared<Model>(A, ParameterVector{});
}
};
class ReferenceConstantLayerTest_EqualityBool : public ReferenceConstantLayerTest {
public:
void SetUp() override {
auto params = GetParam();
function = CreateFunction(params);
refOutData = {params.refData};
}
protected:
static std::shared_ptr<Model> CreateFunction(const ParamType& params) {
auto A = op::v0::Constant::create(params.inType, params.inputShape.to_shape(), params.inputData.data());
auto B = op::v0::Constant::create(params.inType, params.inputShape.to_shape(), {true, true, true, true});
return std::make_shared<Model>(std::make_shared<op::v1::Equal>(A, B), ParameterVector{});
}
};
TEST_P(ReferenceConstantLayerTest, CompareWithHardcodedRefs) {
Exec();
}
TEST_P(ReferenceConstantLayerTest_2Constant, CompareWithHardcodedRefs) {
Exec();
}
TEST_P(ReferenceConstantLayerTest_WithOp, CompareWithHardcodedRefs) {
Exec();
}
TEST_P(ReferenceConstantLayerTest_MultiUse, CompareWithHardcodedRefs) {
Exec();
Infer();
Validate();
}
TEST_P(ReferenceConstantLayerTest_EqualityBool, CompareWithHardcodedRefs) {
Exec();
}
template <element::Type_t IN_ET>
std::vector<ConstantParams> generateConstantParams() {
using T = typename element_type_traits<IN_ET>::value_type;
std::vector<ConstantParams> constantParams{
// tensor_constant
ConstantParams({2, 2, 2},
IN_ET,
IN_ET,
std::vector<T>{1, 2, 3, 4, 5, 6, 7, 8},
std::vector<T>{1, 2, 3, 4, 5, 6, 7, 8},
"tensor_constant"),
};
return constantParams;
}
std::vector<ConstantParams> generateConstantDefinedTypeParams() {
std::vector<ConstantParams> constantParams{
// scalar_constant_float32
ConstantParams({},
element::Type_t::f32,
element::Type_t::f32,
std::vector<float>{4.75},
std::vector<float>{4.75f},
"scalar_constant_float32"),
// scalar_constant_int64
ConstantParams({},
element::Type_t::i64,
element::Type_t::i64,
std::vector<int64_t>{0x4000000000000001},
std::vector<int64_t>{0x4000000000000001},
"scalar_constant_int64"),
// tensor_constant_float32
ConstantParams({2, 2},
element::Type_t::f32,
element::Type_t::f32,
std::vector<float>{4.75, 4.5, -5.25, 0.0},
std::vector<float>{4.75f, 4.5f, -5.25f, 0.0f},
"tensor_constant_float32"),
// tensor_constant_int64
ConstantParams({2},
element::Type_t::i64,
element::Type_t::i64,
std::vector<int64_t>{0x4000000000000001, 0x4000000000000002},
std::vector<int64_t>{0x4000000000000001, 0x4000000000000002},
"tensor_constant_int64"),
ConstantParams(
{3, 9},
element::Type_t::f8e4m3,
element::Type_t::f8e4m3,
std::vector<ov::float8_e4m3>{4.75f, 4.5f, -5.25f, 0.0f, 0.1f, 0.2f, 0.3f, 0.4f, 0.5f,
0.6f, 0.7f, 0.8f, 0.9f, 1.f, -0.0f, -0.1f, -0.2f, -0.3f,
-0.4f, -0.5f, -0.6f, -0.7f, -0.8f, -0.9f, -1.f, 0.001953125f, 448.f},
std::vector<ov::float8_e4m3>{5.0f, 4.5f, -5.0f, 0.0f, 0.1015625f, 0.203125f, 0.3125f,
0.40625f, 0.5f, 0.625f, 0.6875f, 0.8125f, 0.875f, 1.f,
-0.f, -0.1015625f, -0.203125f, -0.3125f, -0.40625f, -0.5f, -0.625f,
-0.6875f, -0.8125f, -0.875f, -1.f, 0.001953125f, 448.f},
"tensor_constant_f8e4m3"),
ConstantParams({3, 9},
element::Type_t::f8e5m2,
element::Type_t::f8e5m2,
std::vector<ov::float8_e5m2>{4.75f, 4.5f,
-5.25f, 0.0f,
0.1f, 0.2f,
0.3f, 0.4f,
0.5f, 0.6f,
0.7f, 0.8f,
0.9f, 1.f,
-0.0f, -0.1f,
-0.2f, -0.3f,
-0.4f, -0.5f,
-0.6f, -0.7f,
-0.8f, -0.9f,
-1.f, 0.0000152587890625f,
57344.f},
std::vector<ov::float8_e5m2>{4.75f, 4.5f,
-5.25f, 0.0f,
0.09375f, 0.1875f,
0.3125f, 0.375f,
0.5f, 0.625f,
0.75f, 0.75f,
0.875f, 1.f,
-0.f, -0.09375f,
-0.1875f, -0.3125f,
-0.375f, -0.5f,
-0.625f, -0.75f,
-0.75f, -0.875f,
-1.f, 0.0000152587890625f,
57344.f},
"tensor_constant_f8e5m2"),
};
return constantParams;
}
std::vector<ConstantParams> generateConstantCombinedParams() {
const std::vector<std::vector<ConstantParams>> constantTypeParams{
generateConstantParams<element::Type_t::i8>(),
generateConstantParams<element::Type_t::i16>(),
generateConstantParams<element::Type_t::i32>(),
generateConstantParams<element::Type_t::i64>(),
generateConstantParams<element::Type_t::u8>(),
generateConstantParams<element::Type_t::u16>(),
generateConstantParams<element::Type_t::u32>(),
generateConstantParams<element::Type_t::u64>(),
generateConstantParams<element::Type_t::bf16>(),
generateConstantParams<element::Type_t::f16>(),
generateConstantParams<element::Type_t::f32>(),
generateConstantParams<element::Type_t::f64>(),
generateConstantDefinedTypeParams(),
};
std::vector<ConstantParams> combinedParams;
for (const auto& params : constantTypeParams) {
combinedParams.insert(combinedParams.end(), params.begin(), params.end());
}
return combinedParams;
}
std::vector<ConstantParams> generateConstant2ConstantCombinedParams() {
const std::vector<std::vector<ConstantParams>> constantTypeParams{
generateConstantParams<element::Type_t::i8>(),
generateConstantParams<element::Type_t::i16>(),
generateConstantParams<element::Type_t::i32>(),
generateConstantParams<element::Type_t::i64>(),
generateConstantParams<element::Type_t::u8>(),
generateConstantParams<element::Type_t::u16>(),
generateConstantParams<element::Type_t::u32>(),
generateConstantParams<element::Type_t::u64>(),
generateConstantParams<element::Type_t::bf16>(),
generateConstantParams<element::Type_t::f16>(),
generateConstantParams<element::Type_t::f32>(),
generateConstantParams<element::Type_t::f64>(),
};
std::vector<ConstantParams> combinedParams;
for (const auto& params : constantTypeParams) {
combinedParams.insert(combinedParams.end(), params.begin(), params.end());
}
return combinedParams;
}
template <element::Type_t IN_ET>
std::vector<ConstantParams> generateConstantWithOpParams() {
using T = typename element_type_traits<IN_ET>::value_type;
std::vector<ConstantParams> constantParams{
// tensor_constant_with_op
ConstantParams({2, 2, 2},
IN_ET,
IN_ET,
std::vector<T>{-1, 2, 3, -4, 5, -6, -7, 8},
std::vector<T>{1, 2, 3, 4, 5, 6, 7, 8},
"tensor_constant_with_op"),
};
return constantParams;
}
std::vector<ConstantParams> generateConstantWithOpCombinedParams() {
const std::vector<std::vector<ConstantParams>> constantTypeParams{
generateConstantWithOpParams<element::Type_t::i8>(),
generateConstantWithOpParams<element::Type_t::i16>(),
generateConstantWithOpParams<element::Type_t::i32>(),
generateConstantWithOpParams<element::Type_t::i64>(),
generateConstantWithOpParams<element::Type_t::bf16>(),
generateConstantWithOpParams<element::Type_t::f16>(),
generateConstantWithOpParams<element::Type_t::f32>(),
generateConstantWithOpParams<element::Type_t::f64>(),
};
std::vector<ConstantParams> combinedParams;
for (const auto& params : constantTypeParams) {
combinedParams.insert(combinedParams.end(), params.begin(), params.end());
}
return combinedParams;
}
std::vector<ConstantParams> generateConstantDefinedTypeMultiUseCombinedParams() {
const std::vector<ConstantParams> combinedParams{
// constant_multi_use
ConstantParams({},
element::Type_t::i32,
element::Type_t::i32,
std::vector<int32_t>{388},
std::vector<int32_t>{388},
"constant_multi_use"),
};
return combinedParams;
}
std::vector<ConstantParams> generateConstantDefinedTypeEqualityBoolCombinedParams() {
const std::vector<ConstantParams> combinedParams{
// constant_equality_bool
ConstantParams({4},
element::Type_t::boolean,
element::Type_t::boolean,
std::vector<char>{true, false, true, false},
std::vector<char>{true, false, true, false},
"constant_equality_bool"),
};
return combinedParams;
}
INSTANTIATE_TEST_SUITE_P(smoke_Constant_With_Hardcoded_Refs,
ReferenceConstantLayerTest,
testing::ValuesIn(generateConstantCombinedParams()),
ReferenceConstantLayerTest::getTestCaseName);
INSTANTIATE_TEST_SUITE_P(smoke_Constant_With_Hardcoded_Refs,
ReferenceConstantLayerTest_2Constant,
testing::ValuesIn(generateConstant2ConstantCombinedParams()),
ReferenceConstantLayerTest::getTestCaseName);
INSTANTIATE_TEST_SUITE_P(smoke_Constant_With_Hardcoded_Refs,
ReferenceConstantLayerTest_WithOp,
testing::ValuesIn(generateConstantWithOpCombinedParams()),
ReferenceConstantLayerTest::getTestCaseName);
INSTANTIATE_TEST_SUITE_P(smoke_Constant_With_Hardcoded_Refs,
ReferenceConstantLayerTest_MultiUse,
testing::ValuesIn(generateConstantDefinedTypeMultiUseCombinedParams()),
ReferenceConstantLayerTest::getTestCaseName);
INSTANTIATE_TEST_SUITE_P(smoke_Constant_With_Hardcoded_Refs,
ReferenceConstantLayerTest_EqualityBool,
testing::ValuesIn(generateConstantDefinedTypeEqualityBoolCombinedParams()),
ReferenceConstantLayerTest::getTestCaseName);
} // namespace