432 lines
16 KiB
C++
432 lines
16 KiB
C++
// Copyright (C) 2018-2021 Intel Corporation
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// SPDX-License-Identifier: Apache-2.0
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//
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#include <gtest/gtest.h>
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#include "openvino/op/reshape.hpp"
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#include "openvino/op/constant.hpp"
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#include "base_reference_test.hpp"
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using namespace reference_tests;
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using namespace ov;
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//using T1 = typename element_type_traits<IT>::value_type;
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namespace {
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struct ReshapeParams {
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template <class T>
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ReshapeParams(const Shape& input_shape,
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const Shape& expected_shape,
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const element::Type& input_type,
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const element::Type& expected_type,
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const std::vector<T>& input_value,
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const std::vector<T>& expected_value,
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const bool zero_flag) {
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m_input_shape = input_shape;
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m_expected_shape = expected_shape;
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m_input_type = input_type;
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m_expected_type = expected_type;
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m_zero_flag = zero_flag;
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m_input_value = input_shape.size() > 0
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? CreateTensor(input_shape, input_type, input_value)
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: CreateTensor(input_type, input_value);
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m_expected_value = expected_shape.size() > 0
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? CreateTensor(expected_shape, expected_type, expected_value)
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: CreateTensor(expected_type, expected_value);
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}
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template<class T>
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ReshapeParams(const Shape& input_shape,
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const Shape& expected_shape,
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const element::Type& input_type,
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const element::Type& expected_type,
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const bool zero_flag,
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T step,
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const Shape& extra_shape = Shape{}) {
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m_input_shape = input_shape;
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m_expected_shape = expected_shape;
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m_input_type = input_type;
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m_expected_type = expected_type;
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m_zero_flag = zero_flag;
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std::vector<T> value(shape_size(input_shape));
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std::iota(value.begin(), value.end(), static_cast<T>(step));
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m_input_value = CreateTensor(input_shape, input_type, value);
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m_expected_value = CreateTensor(expected_shape, expected_type, value);
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if (extra_shape.size() > 0) {
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m_expected_shape = extra_shape;
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}
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}
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Shape m_input_shape;
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Shape m_expected_shape;
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element::Type m_input_type;
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element::Type m_expected_type;
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runtime::Tensor m_input_value;
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runtime::Tensor m_expected_value;
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bool m_zero_flag;
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};
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struct ReshapeShuffleParams {
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template<class T>
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ReshapeShuffleParams(const Shape& input_shape1,
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const Shape& input_shape2,
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const Shape& input_shape3,
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const Shape& expected_shape,
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const element::Type_t& input_type,
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const element::Type_t& expected_type,
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const bool zero_flag,
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T step) {
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m_input_shape1 = input_shape1;
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m_input_shape2 = input_shape2;
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m_input_shape3 = input_shape3;
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m_expected_shape = expected_shape;
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m_input_type = input_type;
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m_expected_type = expected_type;
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m_zero_flag = zero_flag;
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std::vector<T> value(shape_size(input_shape1));
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std::iota(value.begin(), value.end(), static_cast<T>(step));
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m_input_value = CreateTensor(input_shape1, input_type, value);
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m_expected_value = CreateTensor(expected_shape, expected_type, value);
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}
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Shape m_input_shape1;
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Shape m_input_shape2;
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Shape m_input_shape3;
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Shape m_expected_shape;
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element::Type m_input_type;
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element::Type m_expected_type;
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runtime::Tensor m_input_value;
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runtime::Tensor m_expected_value;
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bool m_zero_flag;
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};
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class ReferenceReshapeLayerTest : public testing::TestWithParam<ReshapeParams>, public CommonReferenceTest {
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public:
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void SetUp() override {
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const auto params = GetParam();
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function = CreateFunction(params.m_input_type,
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params.m_expected_type,
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params.m_input_shape,
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params.m_expected_shape,
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params.m_zero_flag);
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inputData = {params.m_input_value};
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refOutData = {params.m_expected_value};
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}
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static std::string getTestCaseName(const testing::TestParamInfo<ReshapeParams>& obj) {
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const auto param = obj.param;
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std::ostringstream result;
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result << "input_shape=" << param.m_input_shape << "; ";
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result << "output_shape=" << param.m_expected_shape << "; ";
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result << "input_type=" << param.m_input_type << "; ";
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result << "output_type=" << param.m_expected_type;
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return result.str();
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}
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private:
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static std::shared_ptr<Function> CreateFunction(const element::Type& input_type,
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const element::Type& expected_type,
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const Shape& input_shape,
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const Shape& expected_shape,
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const bool zero_flag) {
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const auto in = std::make_shared<op::v0::Parameter>(input_type, input_shape);
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const auto reshape = std::make_shared<op::v1::Reshape>(
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in,
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op::v0::Constant::create(element::Type_t::u64, {expected_shape.size()}, expected_shape),
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zero_flag);
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return std::make_shared<Function>(NodeVector{reshape}, ParameterVector{in});
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}
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};
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class ReferenceReshapeShuffleLayerTest : public testing::TestWithParam<ReshapeShuffleParams>, public CommonReferenceTest {
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public:
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void SetUp() override {
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const auto params = GetParam();
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function = CreateFunction(params.m_input_type,
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params.m_expected_type,
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params.m_input_shape1,
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params.m_input_shape2,
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params.m_input_shape3,
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params.m_expected_shape,
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params.m_zero_flag);
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inputData = {params.m_input_value};
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refOutData = {params.m_expected_value};
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}
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static std::string getTestCaseName(const testing::TestParamInfo<ReshapeShuffleParams>& obj) {
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const auto param = obj.param;
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std::ostringstream result;
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result << "input_shape=" << param.m_input_shape1 << "; ";
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result << "output_shape=" << param.m_expected_shape << "; ";
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result << "input_type=" << param.m_input_type << "; ";
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result << "output_type=" << param.m_expected_type;
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return result.str();
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}
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private:
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static std::shared_ptr<Function> CreateFunction(const element::Type& input_type,
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const element::Type& expected_type,
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const Shape& input_shape1,
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const Shape& input_shape2,
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const Shape& input_shape3,
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const Shape& expected_shape,
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const bool zero_flag) {
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const auto in = std::make_shared<op::v0::Parameter>(input_type, input_shape1);
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const auto reshape1 = std::make_shared<op::v1::Reshape>(
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in,
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op::v0::Constant::create(element::Type_t::u64, {input_shape2.size()}, input_shape2),
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zero_flag);
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const auto reshape2 = std::make_shared<op::v1::Reshape>(
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reshape1,
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op::v0::Constant::create(element::Type_t::u64, {input_shape3.size()}, input_shape3),
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zero_flag);
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const auto reshape3 = std::make_shared<op::v1::Reshape>(
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reshape2,
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op::v0::Constant::create(element::Type_t::u64, {expected_shape.size()}, expected_shape),
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zero_flag);
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return std::make_shared<Function>(NodeVector{reshape3}, ParameterVector{in});
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}
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};
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TEST_P(ReferenceReshapeLayerTest, CompareWithHardcodedRefs) {
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Exec();
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}
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TEST_P(ReferenceReshapeShuffleLayerTest, CompareWithHardcodedRefs) {
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Exec();
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}
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template <element::Type_t ET>
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std::vector<ReshapeParams> generateParamsForReshape() {
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using T = typename element_type_traits<ET>::value_type;
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std::vector<ReshapeParams> params{
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ReshapeParams(Shape{2, 2, 3},
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Shape{12},
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ET,
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ET,
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std::vector<T>{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12},
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std::vector<T>{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12},
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false),
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ReshapeParams(Shape{1, 1, 1},
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Shape{},
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ET,
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ET,
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std::vector<T>{6},
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std::vector<T>{6},
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false),
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ReshapeParams(Shape{},
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Shape{1, 1, 1, 1, 1, 1},
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ET,
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ET,
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std::vector<T>{42},
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std::vector<T>{42},
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false),
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ReshapeParams(Shape{3},
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Shape{3, 1},
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ET,
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ET,
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std::vector<T>{1, 2, 3},
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std::vector<T>{1, 2, 3},
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false),
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ReshapeParams(Shape{3},
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Shape{1, 3},
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ET,
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ET,
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std::vector<T>{1, 2, 3},
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std::vector<T>{1, 2, 3},
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false),
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ReshapeParams(Shape{3},
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Shape{1, 3, 1},
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ET,
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ET,
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std::vector<T>{1, 2, 3},
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std::vector<T>{1, 2, 3},
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false),
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ReshapeParams(Shape{3, 3},
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Shape{3, 3},
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ET,
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ET,
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std::vector<T>{1, 2, 3, 4, 5, 6, 7, 8, 9},
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std::vector<T>{1, 2, 3, 4, 5, 6, 7, 8, 9},
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false),
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ReshapeParams(Shape{1},
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Shape{},
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ET,
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ET,
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std::vector<T>{1},
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std::vector<T>{1},
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false),
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ReshapeParams(Shape{},
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Shape{},
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ET,
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ET,
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std::vector<T>{1},
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std::vector<T>{1},
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false),
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ReshapeParams(Shape{2, 2, 3, 3, 2, 4},
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Shape{3, 2, 2, 4, 3, 2},
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ET,
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ET,
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false,
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static_cast<T>(1)),
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ReshapeParams(Shape{2, 2, 5, 5},
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Shape{2, 5, 5, 2},
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ET,
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ET,
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true,
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static_cast<T>(1),
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Shape{0, 5, 0, 2})
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};
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return params;
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}
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template <element::Type_t ET>
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std::vector<ReshapeParams> generateParamsForReshape8Bit() {
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using T = typename element_type_traits<ET>::value_type;
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std::vector<ReshapeParams> params{
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ReshapeParams(Shape{2, 2, 3},
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Shape{12},
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ET,
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ET,
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std::vector<T>{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12},
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std::vector<T>{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12},
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false),
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ReshapeParams(Shape{1, 1, 1},
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Shape{},
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ET,
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ET,
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std::vector<T>{6},
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std::vector<T>{6},
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false),
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ReshapeParams(Shape{},
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Shape{1, 1, 1, 1, 1, 1},
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ET,
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ET,
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std::vector<T>{42},
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std::vector<T>{42},
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false),
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ReshapeParams(Shape{3},
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Shape{3, 1},
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ET,
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ET,
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std::vector<T>{1, 2, 3},
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std::vector<T>{1, 2, 3},
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false),
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ReshapeParams(Shape{3},
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Shape{1, 3},
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ET,
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ET,
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std::vector<T>{1, 2, 3},
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std::vector<T>{1, 2, 3},
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false),
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ReshapeParams(Shape{3},
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Shape{1, 3, 1},
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ET,
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ET,
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std::vector<T>{1, 2, 3},
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std::vector<T>{1, 2, 3},
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false),
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ReshapeParams(Shape{1},
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Shape{},
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ET,
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ET,
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std::vector<T>{1},
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std::vector<T>{1},
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false),
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ReshapeParams(Shape{},
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Shape{},
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ET,
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ET,
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std::vector<T>{1},
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std::vector<T>{1},
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false)
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};
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return params;
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}
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template <element::Type_t ET>
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std::vector<ReshapeShuffleParams> generateParamsForReshapeShuffle() {
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using T = typename element_type_traits<ET>::value_type;
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std::vector<ReshapeShuffleParams> params{
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ReshapeShuffleParams(Shape{1, 112, 56, 56},
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Shape{1, 4, 28, 56, 56},
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Shape{1, 28, 4, 56, 56},
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Shape{1, 112, 56, 56},
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ET,
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ET,
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false,
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static_cast<T>(1))
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};
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return params;
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}
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std::vector<ReshapeParams> generateCombinedParamsForReshape() {
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const std::vector<std::vector<ReshapeParams>> allTypeParams{
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generateParamsForReshape<element::Type_t::f32>(),
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generateParamsForReshape<element::Type_t::i64>(),
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generateParamsForReshape<element::Type_t::i32>(),
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generateParamsForReshape<element::Type_t::i16>(),
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generateParamsForReshape<element::Type_t::u64>(),
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generateParamsForReshape<element::Type_t::u32>(),
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generateParamsForReshape<element::Type_t::u16>(),
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generateParamsForReshape8Bit<element::Type_t::i8>(),
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generateParamsForReshape8Bit<element::Type_t::u8>()
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};
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std::vector<ReshapeParams> combinedParams;
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for (const auto& params : allTypeParams) {
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combinedParams.insert(combinedParams.end(), params.begin(), params.end());
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}
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return combinedParams;
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}
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std::vector<ReshapeShuffleParams> generateCombinedParamsForReshapeShuffle() {
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const std::vector<std::vector<ReshapeShuffleParams>> allTypeParams{
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generateParamsForReshapeShuffle<element::Type_t::f32>(),
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generateParamsForReshapeShuffle<element::Type_t::i64>(),
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generateParamsForReshapeShuffle<element::Type_t::i32>(),
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generateParamsForReshapeShuffle<element::Type_t::i16>(),
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generateParamsForReshapeShuffle<element::Type_t::i8>(),
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generateParamsForReshapeShuffle<element::Type_t::u64>(),
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generateParamsForReshapeShuffle<element::Type_t::u32>(),
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generateParamsForReshapeShuffle<element::Type_t::u16>(),
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generateParamsForReshapeShuffle<element::Type_t::u8>(),
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};
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std::vector<ReshapeShuffleParams> combinedParams;
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for (const auto& params : allTypeParams) {
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combinedParams.insert(combinedParams.end(), params.begin(), params.end());
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}
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return combinedParams;
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}
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INSTANTIATE_TEST_SUITE_P(
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smoke_Reshape_With_Hardcoded_Refs,
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ReferenceReshapeLayerTest,
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::testing::ValuesIn(generateCombinedParamsForReshape()),
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ReferenceReshapeLayerTest::getTestCaseName);
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INSTANTIATE_TEST_SUITE_P(
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smoke_Reshape_Shuffle_With_Hardcoded_Refs,
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ReferenceReshapeShuffleLayerTest,
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::testing::ValuesIn(generateCombinedParamsForReshapeShuffle()),
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ReferenceReshapeShuffleLayerTest::getTestCaseName);
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} // namespace
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