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392 lines (341 loc) · 21.1 KB
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// Copyright (C) 2018-2026 Intel Corporation
// SPDX-License-Identifier: Apache-2.0
//
#include <gtest/gtest.h>
#include <memory>
#include <string>
#include "common_test_utils/ov_test_utils.hpp"
#include "common_test_utils/test_common.hpp"
#include "functional_test_utils/skip_tests_config.hpp"
#include "openvino/core/model.hpp"
#include "openvino/op/prior_box.hpp"
#include "openvino/op/prior_box_clustered.hpp"
#include "openvino/op/shape_of.hpp"
#include "openvino/op/strided_slice.hpp"
#include "openvino/opsets/opset3_decl.hpp"
#include "openvino/opsets/opset8_decl.hpp"
#include "openvino/pass/constant_folding.hpp"
#include "openvino/pass/manager.hpp"
#include "transformations/init_node_info.hpp"
using namespace ov;
using namespace testing;
TEST(TransformationTests, ConstFoldingPriorBox) {
std::shared_ptr<ov::Model> f(nullptr), f_ref(nullptr);
{
auto in = std::make_shared<opset3::Parameter>(element::i64, Shape{2});
op::v0::PriorBox::Attributes attrs;
attrs.min_size = {256.0f};
attrs.max_size = {315.0f};
attrs.aspect_ratio = {2.0f};
attrs.flip = true;
attrs.scale_all_sizes = true;
auto layer_shape = opset3::Constant::create<int64_t>(element::i64, Shape{2}, {1, 1});
auto image_shape = opset3::Constant::create<int64_t>(element::i64, Shape{2}, {300, 300});
auto pb = std::make_shared<opset3::PriorBox>(layer_shape, image_shape, attrs);
auto res = std::make_shared<opset3::Result>(pb);
f = std::make_shared<ov::Model>(OutputVector{res}, ParameterVector{in});
pass::Manager manager;
manager.register_pass<ov::pass::InitNodeInfo>();
manager.register_pass<pass::ConstantFolding>();
manager.run_passes(f);
OV_ASSERT_NO_THROW(check_rt_info(f));
}
{
auto layer_shape = std::make_shared<opset3::Parameter>(element::i64, Shape{2});
auto const_prior_box = opset3::Constant::create<float>(
element::f32,
Shape{2, 16},
{
-0.426667f, -0.426667f, 0.426667f, 0.426667f, -0.473286f, -0.473286f, 0.473286f, 0.473286f,
-0.603398f, -0.301699f, 0.603398f, 0.301699f, -0.301699f, -0.603398f, 0.301699f, 0.603398f,
0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f,
0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f,
});
auto res = std::make_shared<opset3::Result>(const_prior_box);
f_ref = std::make_shared<ov::Model>(OutputVector{res}, ParameterVector{layer_shape});
}
auto res = compare_functions(f, f_ref);
ASSERT_TRUE(res.first) << res.second;
auto fused = ov::as_type_ptr<opset3::Constant>(f->get_result()->input_value(0).get_node_shared_ptr());
auto ref = ov::as_type_ptr<opset3::Constant>(f->get_result()->input_value(0).get_node_shared_ptr());
EXPECT_TRUE(fused != nullptr);
EXPECT_TRUE(ref != nullptr);
EXPECT_TRUE(fused->get_vector<float>() == ref->get_vector<float>());
}
TEST(TransformationTests, ConstFoldingPriorBoxClustered) {
std::shared_ptr<ov::Model> f(nullptr), f_ref(nullptr);
{
auto in = std::make_shared<opset3::Parameter>(element::i64, Shape{2});
op::v0::PriorBoxClustered::Attributes attrs;
attrs.widths = {4.0f, 2.0f, 3.2f};
attrs.heights = {1.0f, 2.0f, 1.1f};
auto layer_shape = opset3::Constant::create<int64_t>(element::i64, Shape{2}, {2, 2});
auto image_shape = opset3::Constant::create<int64_t>(element::i64, Shape{2}, {300, 300});
auto pb = std::make_shared<opset3::PriorBoxClustered>(layer_shape, image_shape, attrs);
auto res = std::make_shared<opset3::Result>(pb);
f = std::make_shared<ov::Model>(OutputVector{res}, ParameterVector{in});
pass::Manager manager;
manager.register_pass<ov::pass::InitNodeInfo>();
manager.register_pass<pass::ConstantFolding>();
manager.run_passes(f);
OV_ASSERT_NO_THROW(check_rt_info(f));
}
{
auto layer_shape = std::make_shared<opset3::Parameter>(element::i64, Shape{2});
auto const_prior_box = opset3::Constant::create<float>(
element::f32,
Shape{2, 48},
{-0.00666667f, -0.00166667f, 0.00666667f, 0.00166667f, -0.00333333f, -0.00333333f, 0.00333333f, 0.00333333f,
-0.00533333f, -0.00183333f, 0.00533333f, 0.00183333f, -0.00333333f, -0.00166667f, 0.01f, 0.00166667f,
0.0f, -0.00333333f, 0.00666667f, 0.00333333f, -0.002f, -0.00183333f, 0.00866667f, 0.00183333f,
-0.00666667f, 0.00166667f, 0.00666667f, 0.005f, -0.00333333f, 0.0f, 0.00333333f, 0.00666667f,
-0.00533333f, 0.0015f, 0.00533333f, 0.00516667f, -0.00333333f, 0.00166667f, 0.01f, 0.005f,
0.0f, 0.0f, 0.00666667f, 0.00666667f, -0.002f, 0.0015f, 0.00866667f, 0.00516667f,
0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f,
0.1f, 0.1f, 0.1f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f,
0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f,
0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f,
0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f,
0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f});
auto res = std::make_shared<opset3::Result>(const_prior_box);
f_ref = std::make_shared<ov::Model>(OutputVector{res}, ParameterVector{layer_shape});
}
auto res = compare_functions(f, f_ref);
ASSERT_TRUE(res.first) << res.second;
auto fused = ov::as_type_ptr<opset3::Constant>(f->get_result()->input_value(0).get_node_shared_ptr());
auto ref = ov::as_type_ptr<opset3::Constant>(f->get_result()->input_value(0).get_node_shared_ptr());
EXPECT_TRUE(fused != nullptr);
EXPECT_TRUE(ref != nullptr);
EXPECT_TRUE(fused->get_vector<float>() == ref->get_vector<float>());
}
TEST(TransformationTests, ConstFoldingPriorBoxSubgraph) {
std::shared_ptr<ov::Model> f(nullptr), f_ref(nullptr);
{
auto in = std::make_shared<opset3::Parameter>(element::i64, Shape{2, 3, 1, 1});
auto in_2 = std::make_shared<opset3::Parameter>(element::i64, Shape{2, 3, 300, 300});
op::v0::PriorBox::Attributes attrs;
attrs.min_size = {256.0f};
attrs.max_size = {315.0f};
attrs.aspect_ratio = {2.0f};
attrs.flip = true;
attrs.scale_all_sizes = true;
auto layer_shape = std::make_shared<opset3::ShapeOf>(in);
auto image_shape = std::make_shared<opset3::ShapeOf>(in_2);
auto begin = opset3::Constant::create(element::i64, Shape{1}, {2});
auto end = opset3::Constant::create(element::i64, Shape{1}, {4});
auto stride = opset3::Constant::create(element::i64, Shape{1}, {1});
auto ss_data = std::make_shared<opset3::StridedSlice>(layer_shape,
begin,
end,
stride,
std::vector<int64_t>{0},
std::vector<int64_t>{0});
auto ss_image = std::make_shared<opset3::StridedSlice>(image_shape,
begin,
end,
stride,
std::vector<int64_t>{0},
std::vector<int64_t>{0});
auto pb = std::make_shared<opset3::PriorBox>(ss_data, ss_image, attrs);
auto res = std::make_shared<opset3::Result>(pb);
f = std::make_shared<ov::Model>(OutputVector{res}, ParameterVector{in, in_2});
pass::Manager manager;
manager.register_pass<ov::pass::InitNodeInfo>();
manager.register_pass<pass::ConstantFolding>();
manager.run_passes(f);
OV_ASSERT_NO_THROW(check_rt_info(f));
}
{
auto layer_shape = std::make_shared<opset3::Parameter>(element::i64, Shape{2});
auto const_prior_box = opset3::Constant::create<float>(
element::f32,
Shape{2, 16},
{-0.426667f, -0.426667f, 0.426667f, 0.426667f, -0.473286f, -0.473286f, 0.473286f, 0.473286f,
-0.603398f, -0.301699f, 0.603398f, 0.301699f, -0.301699f, -0.603398f, 0.301699f, 0.603398f,
0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f,
0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f});
auto res = std::make_shared<opset3::Result>(const_prior_box);
f_ref = std::make_shared<ov::Model>(OutputVector{res}, ParameterVector{layer_shape});
}
auto res = compare_functions(f, f_ref);
ASSERT_TRUE(res.first) << res.second;
auto fused = ov::as_type_ptr<opset3::Constant>(f->get_result()->input_value(0).get_node_shared_ptr());
auto ref = ov::as_type_ptr<opset3::Constant>(f->get_result()->input_value(0).get_node_shared_ptr());
EXPECT_TRUE(fused != nullptr);
EXPECT_TRUE(ref != nullptr);
EXPECT_TRUE(fused->get_vector<float>() == ref->get_vector<float>());
}
TEST(TransformationTests, ConstFoldingPriorBoxClusteredSubgraph) {
std::shared_ptr<ov::Model> f(nullptr), f_ref(nullptr);
{
auto in = std::make_shared<opset3::Parameter>(element::i64, Shape{2, 3, 2, 2});
auto in_2 = std::make_shared<opset3::Parameter>(element::i64, Shape{2, 3, 300, 300});
op::v0::PriorBoxClustered::Attributes attrs;
attrs.widths = {4.0f, 2.0f, 3.2f};
attrs.heights = {1.0f, 2.0f, 1.1f};
auto layer_shape = std::make_shared<opset3::ShapeOf>(in);
auto image_shape = std::make_shared<opset3::ShapeOf>(in_2);
auto begin = opset3::Constant::create(element::i64, Shape{1}, {2});
auto end = opset3::Constant::create(element::i64, Shape{1}, {4});
auto stride = opset3::Constant::create(element::i64, Shape{1}, {1});
auto ss_data = std::make_shared<opset3::StridedSlice>(layer_shape,
begin,
end,
stride,
std::vector<int64_t>{0},
std::vector<int64_t>{0});
auto ss_image = std::make_shared<opset3::StridedSlice>(image_shape,
begin,
end,
stride,
std::vector<int64_t>{0},
std::vector<int64_t>{0});
auto pb = std::make_shared<opset3::PriorBoxClustered>(ss_data, ss_image, attrs);
auto res = std::make_shared<opset3::Result>(pb);
f = std::make_shared<ov::Model>(OutputVector{res}, ParameterVector{in, in_2});
pass::Manager manager;
manager.register_pass<ov::pass::InitNodeInfo>();
manager.register_pass<pass::ConstantFolding>();
manager.run_passes(f);
OV_ASSERT_NO_THROW(check_rt_info(f));
}
{
auto layer_shape = std::make_shared<opset3::Parameter>(element::i64, Shape{2});
auto const_prior_box = opset3::Constant::create<float>(
element::f32,
Shape{2, 48},
{-0.00666667f, -0.00166667f, 0.00666667f, 0.00166667f, -0.00333333f, -0.00333333f, 0.00333333f, 0.00333333f,
-0.00533333f, -0.00183333f, 0.00533333f, 0.00183333f, -0.00333333f, -0.00166667f, 0.01f, 0.00166667f,
0.0f, -0.00333333f, 0.00666667f, 0.00333333f, -0.002f, -0.00183333f, 0.00866667f, 0.00183333f,
-0.00666667f, 0.00166667f, 0.00666667f, 0.005f, -0.00333333f, 0.0f, 0.00333333f, 0.00666667f,
-0.00533333f, 0.0015f, 0.00533333f, 0.00516667f, -0.00333333f, 0.00166667f, 0.01f, 0.005f,
0.0f, 0.0f, 0.00666667f, 0.00666667f, -0.002f, 0.0015f, 0.00866667f, 0.00516667f,
0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f,
0.1f, 0.1f, 0.1f, 0.1f, 0.0f, 0.0f, 0.0f, 0.0f,
0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f,
0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f,
0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f,
0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f});
auto res = std::make_shared<opset3::Result>(const_prior_box);
f_ref = std::make_shared<ov::Model>(OutputVector{res}, ParameterVector{layer_shape});
}
auto res = compare_functions(f, f_ref);
ASSERT_TRUE(res.first) << res.second;
auto fused = ov::as_type_ptr<opset3::Constant>(f->get_result()->input_value(0).get_node_shared_ptr());
auto ref = ov::as_type_ptr<opset3::Constant>(f->get_result()->input_value(0).get_node_shared_ptr());
EXPECT_TRUE(fused != nullptr);
EXPECT_TRUE(ref != nullptr);
EXPECT_TRUE(fused->get_vector<float>() == ref->get_vector<float>());
}
TEST(TransformationTests, ConstFoldingPriorBox8) {
std::shared_ptr<ov::Model> f(nullptr), f_ref(nullptr);
{
auto in = std::make_shared<opset8::Parameter>(element::i64, Shape{2});
op::v8::PriorBox::Attributes attrs;
attrs.min_size = {2.0f};
attrs.max_size = {5.0f};
attrs.aspect_ratio = {1.5f};
attrs.scale_all_sizes = true;
attrs.min_max_aspect_ratios_order = false;
auto layer_shape = opset8::Constant::create<int64_t>(element::i64, Shape{2}, {2, 2});
auto image_shape = opset8::Constant::create<int64_t>(element::i64, Shape{2}, {10, 10});
auto pb = std::make_shared<opset8::PriorBox>(layer_shape, image_shape, attrs);
auto res = std::make_shared<opset8::Result>(pb);
f = std::make_shared<ov::Model>(OutputVector{res}, ParameterVector{in});
pass::Manager manager;
manager.register_pass<ov::pass::InitNodeInfo>();
manager.register_pass<pass::ConstantFolding>();
manager.run_passes(f);
OV_ASSERT_NO_THROW(check_rt_info(f));
}
{
auto layer_shape = std::make_shared<opset8::Parameter>(element::i64, Shape{2});
auto const_prior_box = opset8::Constant::create<float>(
element::f32,
Shape{2, 48},
{0.15f, 0.15f, 0.35f, 0.35f, 0.127526f, 0.16835f, 0.372474f, 0.33165f, 0.0918861f,
0.0918861f, 0.408114f, 0.408114f, 0.65f, 0.15f, 0.85f, 0.35f, 0.627526f, 0.16835f,
0.872474f, 0.33165f, 0.591886f, 0.0918861f, 0.908114f, 0.408114f, 0.15f, 0.65f, 0.35f,
0.85f, 0.127526f, 0.66835f, 0.372474f, 0.83165f, 0.0918861f, 0.591886f, 0.408114f, 0.908114f,
0.65f, 0.65f, 0.85f, 0.85f, 0.627526f, 0.66835f, 0.872474f, 0.83165f, 0.591886f,
0.591886f, 0.908114f, 0.908114f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f,
0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f,
0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f,
0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f,
0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f,
0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f});
auto res = std::make_shared<opset8::Result>(const_prior_box);
f_ref = std::make_shared<ov::Model>(OutputVector{res}, ParameterVector{layer_shape});
}
auto res = compare_functions(f, f_ref);
ASSERT_TRUE(res.first) << res.second;
auto fused = ov::as_type_ptr<opset8::Constant>(f->get_result()->input_value(0).get_node_shared_ptr());
auto ref = ov::as_type_ptr<opset8::Constant>(f->get_result()->input_value(0).get_node_shared_ptr());
EXPECT_TRUE(fused != nullptr);
EXPECT_TRUE(ref != nullptr);
EXPECT_TRUE(fused->get_vector<float>() == ref->get_vector<float>());
}
TEST(TransformationTests, ConstFoldingPriorBox8Subgraph) {
std::shared_ptr<ov::Model> f(nullptr), f_ref(nullptr);
{
auto in = std::make_shared<opset8::Parameter>(element::i64, Shape{2, 3, 2, 2});
auto in_2 = std::make_shared<opset8::Parameter>(element::i64, Shape{2, 3, 10, 10});
op::v8::PriorBox::Attributes attrs;
attrs.min_size = {2.0f};
attrs.max_size = {5.0f};
attrs.aspect_ratio = {1.5f};
attrs.scale_all_sizes = true;
attrs.min_max_aspect_ratios_order = false;
auto layer_shape = std::make_shared<opset8::ShapeOf>(in);
auto image_shape = std::make_shared<opset8::ShapeOf>(in_2);
auto begin = opset8::Constant::create(element::i64, Shape{1}, {2});
auto end = opset8::Constant::create(element::i64, Shape{1}, {4});
auto stride = opset8::Constant::create(element::i64, Shape{1}, {1});
auto ss_data = std::make_shared<opset8::StridedSlice>(layer_shape,
begin,
end,
stride,
std::vector<int64_t>{0},
std::vector<int64_t>{0});
auto ss_image = std::make_shared<opset8::StridedSlice>(image_shape,
begin,
end,
stride,
std::vector<int64_t>{0},
std::vector<int64_t>{0});
auto pb = std::make_shared<opset8::PriorBox>(ss_data, ss_image, attrs);
auto res = std::make_shared<opset8::Result>(pb);
f = std::make_shared<ov::Model>(OutputVector{res}, ParameterVector{in, in_2});
pass::Manager manager;
manager.register_pass<ov::pass::InitNodeInfo>();
manager.register_pass<pass::ConstantFolding>();
manager.run_passes(f);
OV_ASSERT_NO_THROW(check_rt_info(f));
}
{
auto layer_shape = std::make_shared<opset8::Parameter>(element::i64, Shape{2});
auto const_prior_box = opset8::Constant::create<float>(
element::f32,
Shape{2, 48},
{0.15f, 0.15f, 0.35f, 0.35f, 0.127526f, 0.16835f, 0.372474f, 0.33165f, 0.0918861f,
0.0918861f, 0.408114f, 0.408114f, 0.65f, 0.15f, 0.85f, 0.35f, 0.627526f, 0.16835f,
0.872474f, 0.33165f, 0.591886f, 0.0918861f, 0.908114f, 0.408114f, 0.15f, 0.65f, 0.35f,
0.85f, 0.127526f, 0.66835f, 0.372474f, 0.83165f, 0.0918861f, 0.591886f, 0.408114f, 0.908114f,
0.65f, 0.65f, 0.85f, 0.85f, 0.627526f, 0.66835f, 0.872474f, 0.83165f, 0.591886f,
0.591886f, 0.908114f, 0.908114f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f,
0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f,
0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f,
0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f,
0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f,
0.1f, 0.1f, 0.1f, 0.1f, 0.1f, 0.1f});
auto res = std::make_shared<opset8::Result>(const_prior_box);
f_ref = std::make_shared<ov::Model>(OutputVector{res}, ParameterVector{layer_shape});
}
auto res = compare_functions(f, f_ref);
ASSERT_TRUE(res.first) << res.second;
auto fused = ov::as_type_ptr<opset8::Constant>(f->get_result()->input_value(0).get_node_shared_ptr());
auto ref = ov::as_type_ptr<opset8::Constant>(f->get_result()->input_value(0).get_node_shared_ptr());
EXPECT_TRUE(fused != nullptr);
EXPECT_TRUE(ref != nullptr);
EXPECT_TRUE(fused->get_vector<float>() == ref->get_vector<float>());
}