439 lines
16 KiB
C++
439 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 "ngraph/ngraph.hpp"
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#include "util/engine/test_engines.hpp"
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#include "util/test_case.hpp"
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#include "util/test_control.hpp"
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NGRAPH_SUPPRESS_DEPRECATED_START
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using namespace std;
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using namespace ngraph;
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static string s_manifest = "${MANIFEST}";
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using TestEngine = test::ENGINE_CLASS_NAME(${BACKEND_NAME});
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NGRAPH_TEST(${BACKEND_NAME}, evaluate_1D_gather_elements_3_indices_int32)
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{
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auto arg1 = make_shared<op::Parameter>(element::i32, PartialShape{3});
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auto arg2 = make_shared<op::Parameter>(element::i32, PartialShape{7});
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int64_t axis = 0;
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auto gather_el = make_shared<op::v6::GatherElements>(arg1, arg2, axis);
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auto fun = make_shared<Function>(OutputVector{gather_el}, ParameterVector{arg1, arg2});
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auto test_case = test::TestCase<TestEngine>(fun);
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test_case.add_input<int32_t>({1, 2, 3});
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test_case.add_input<int32_t>({1, 2, 0, 2, 0, 0, 2});
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test_case.add_expected_output<int32_t>(vector<int32_t>{2, 3, 1, 3, 1, 1, 3});
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test_case.run();
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}
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NGRAPH_TEST(${BACKEND_NAME}, evaluate_2D_gather_elements_2x2_indices_int32_axis_0)
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{
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auto arg1 = make_shared<op::Parameter>(element::i32, PartialShape{2, 2});
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auto arg2 = make_shared<op::Parameter>(element::i32, PartialShape{2, 2});
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int64_t axis = 0;
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auto gather_el = make_shared<op::v6::GatherElements>(arg1, arg2, axis);
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auto fun = make_shared<Function>(OutputVector{gather_el}, ParameterVector{arg1, arg2});
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auto test_case = test::TestCase<TestEngine>(fun);
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// clang-format off
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test_case.add_input<int32_t>({1, 2,
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3, 4});
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test_case.add_input<int32_t>({0, 1,
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0, 0});
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test_case.add_expected_output<int32_t>(vector<int32_t>{1, 4,
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1, 2});
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// clang-format on
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test_case.run();
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}
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NGRAPH_TEST(${BACKEND_NAME}, evaluate_2D_gather_elements_2x2_indices_int32_axis_1)
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{
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auto arg1 = make_shared<op::Parameter>(element::i32, PartialShape{2, 2});
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auto arg2 = make_shared<op::Parameter>(element::i32, PartialShape{2, 2});
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int64_t axis = 1;
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auto gather_el = make_shared<op::v6::GatherElements>(arg1, arg2, axis);
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auto fun = make_shared<Function>(OutputVector{gather_el}, ParameterVector{arg1, arg2});
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auto test_case = test::TestCase<TestEngine>(fun);
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// clang-format off
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std::vector<int32_t> data{1, 2,
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3, 4};
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std::vector<int32_t> indices{0, 1,
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0, 0};
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test_case.add_multiple_inputs<int32_t>({data, indices});
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test_case.add_expected_output<int32_t>(vector<int32_t>{1, 2,
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3, 3});
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test_case.run();
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// clang-format on
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}
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NGRAPH_TEST(${BACKEND_NAME}, evaluate_2D_gather_elements_2x2_indices_int32_axis_minus_1)
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{
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auto arg1 = make_shared<op::Parameter>(element::i32, PartialShape{2, 2});
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auto arg2 = make_shared<op::Parameter>(element::i32, PartialShape{2, 2});
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int64_t axis = -1;
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auto gather_el = make_shared<op::v6::GatherElements>(arg1, arg2, axis);
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auto fun = make_shared<Function>(OutputVector{gather_el}, ParameterVector{arg1, arg2});
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auto test_case = test::TestCase<TestEngine>(fun);
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// clang-format off
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std::vector<int32_t> data{1, 2,
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3, 4};
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std::vector<int32_t> indices{0, 1,
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0, 0};
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test_case.add_multiple_inputs<int32_t>({data, indices});
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test_case.add_expected_output<int32_t>(vector<int32_t>{1, 2,
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3, 3});
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// clang-format on
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test_case.run();
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}
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NGRAPH_TEST(${BACKEND_NAME}, evaluate_2D_gather_elements_2x3_indices_int32)
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{
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auto arg1 = make_shared<op::Parameter>(element::i32, PartialShape{3, 3});
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auto arg2 = make_shared<op::Parameter>(element::i32, PartialShape{2, 3});
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int64_t axis = 0;
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auto gather_el = make_shared<op::v6::GatherElements>(arg1, arg2, axis);
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auto fun = make_shared<Function>(OutputVector{gather_el}, ParameterVector{arg1, arg2});
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auto test_case = test::TestCase<TestEngine>(fun);
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// clang-format off
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std::vector<int32_t> data{1, 2, 3,
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4, 5, 6,
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7, 8, 9};
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std::vector<int32_t> indices{1, 2, 0,
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2, 0, 0};
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test_case.add_multiple_inputs<int32_t>({data, indices});
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test_case.add_expected_output<int32_t>(vector<int32_t>{4, 8, 3,
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7, 2, 3});
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// clang-format on
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test_case.run();
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}
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NGRAPH_TEST(${BACKEND_NAME}, evaluate_3D_gather_elements_3x2x2_indices_int32)
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{
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auto arg1 = make_shared<op::Parameter>(element::i32, PartialShape{3, 2, 2});
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auto arg2 = make_shared<op::Parameter>(element::i32, PartialShape{3, 2, 2});
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int64_t axis = -1;
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auto gather_el = make_shared<op::v6::GatherElements>(arg1, arg2, axis);
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auto fun = make_shared<Function>(OutputVector{gather_el}, ParameterVector{arg1, arg2});
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auto test_case = test::TestCase<TestEngine>(fun);
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// clang-format off
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std::vector<int32_t> data{1, 2,
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3, 4,
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5, 6,
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7, 8,
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9, 10,
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11, 12};
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std::vector<int32_t> indices{1, 0,
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0, 1,
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1, 1,
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1, 0,
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0, 0,
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1, 1};
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test_case.add_multiple_inputs<int32_t>({data, indices});
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test_case.add_expected_output<int32_t>(vector<int32_t>{2, 1,
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3, 4,
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6, 6,
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8, 7,
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9, 9,
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12, 12});
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// clang-format on
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test_case.run();
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}
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NGRAPH_TEST(${BACKEND_NAME}, evaluate_4D_gather_elements_3x2x2x2_indices_int64)
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{
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auto arg1 = make_shared<op::Parameter>(element::i32, PartialShape{3, 2, 2, 2});
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auto arg2 = make_shared<op::Parameter>(element::i64, PartialShape{3, 2, 2, 4});
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int64_t axis = -1;
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auto gather_el = make_shared<op::v6::GatherElements>(arg1, arg2, axis);
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auto fun = make_shared<Function>(OutputVector{gather_el}, ParameterVector{arg1, arg2});
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auto test_case = test::TestCase<TestEngine>(fun);
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// clang-format off
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std::vector<int32_t> data{ 1, 2,
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3, 4,
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5, 6,
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7, 8,
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9, 10,
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11, 12,
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13, 14,
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15, 16,
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17, 18,
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19, 20,
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21, 22,
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23, 24};
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std::vector<int64_t> indices{1, 0, 0, 0,
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0, 1, 1, 0,
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1, 1, 1, 1,
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1, 0, 0, 1,
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0, 0, 0, 1,
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1, 1, 1, 0,
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0, 0, 0, 0,
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1, 0, 1, 0,
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1, 1, 1, 1,
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1, 0, 1, 0,
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1, 0, 0, 1,
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0, 0, 0, 0};
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test_case.add_input<int32_t>(data);
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test_case.add_input<int64_t>(indices);
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test_case.add_expected_output<int32_t>(vector<int32_t>{2, 1, 1, 1,
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3, 4, 4, 3,
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6, 6, 6, 6,
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8, 7, 7, 8,
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9, 9, 9, 10,
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12, 12, 12, 11,
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13, 13, 13, 13,
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16, 15, 16, 15,
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18, 18, 18, 18,
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20, 19, 20, 19,
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22, 21, 21, 22,
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23, 23, 23, 23});
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// clang-format on
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test_case.run();
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}
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NGRAPH_TEST(${BACKEND_NAME}, evaluate_3D_gather_elements_3x2x2_indices_int64)
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{
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auto arg1 = make_shared<op::Parameter>(element::i32, PartialShape{3, 2, 2});
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auto arg2 = make_shared<op::Parameter>(element::i64, PartialShape{3, 2, 2});
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int64_t axis = -1;
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auto gather_el = make_shared<op::v6::GatherElements>(arg1, arg2, axis);
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auto fun = make_shared<Function>(OutputVector{gather_el}, ParameterVector{arg1, arg2});
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auto test_case = test::TestCase<TestEngine>(fun);
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// clang-format off
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std::vector<int32_t> data{1, 2,
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3, 4,
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5, 6,
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7, 8,
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9, 10,
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11, 12};
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std::vector<int64_t> indices{1, 0,
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0, 1,
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1, 1,
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1, 0,
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0, 0,
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1, 1};
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test_case.add_input<int32_t>(data);
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test_case.add_input<int64_t>(indices);
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test_case.add_expected_output<int32_t>(vector<int32_t>{2, 1,
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3, 4,
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6, 6,
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8, 7,
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9, 9,
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12, 12});
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// clang-format on
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test_case.run();
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}
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NGRAPH_TEST(${BACKEND_NAME}, evaluate_2D_gather_elements_3x2_data_bool)
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{
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auto arg1 = make_shared<op::Parameter>(element::boolean, PartialShape{3, 2});
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auto arg2 = make_shared<op::Parameter>(element::i32, PartialShape{2, 2});
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int64_t axis = 0;
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auto gather_el = make_shared<op::v6::GatherElements>(arg1, arg2, axis);
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auto fun = make_shared<Function>(OutputVector{gather_el}, ParameterVector{arg1, arg2});
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auto test_case = test::TestCase<TestEngine>(fun);
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// clang-format off
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std::vector<bool> data{true, false, true,
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true, false, false};
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std::vector<int32_t> indices{0, 1,
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0, 2};
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test_case.add_input<bool>(data);
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test_case.add_input<int32_t>(indices);
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test_case.add_expected_output<bool>(vector<bool>{true, true,
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true, false});
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// clang-format on
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test_case.run();
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}
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NGRAPH_TEST(${BACKEND_NAME}, evaluate_2D_gather_elements_2x3_data_float32)
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{
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auto arg1 = make_shared<op::Parameter>(element::f32, PartialShape{3, 3});
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auto arg2 = make_shared<op::Parameter>(element::i32, PartialShape{2, 3});
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int64_t axis = 0;
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auto gather_el = make_shared<op::v6::GatherElements>(arg1, arg2, axis);
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auto fun = make_shared<Function>(OutputVector{gather_el}, ParameterVector{arg1, arg2});
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auto test_case = test::TestCase<TestEngine>(fun);
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// clang-format off
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std::vector<float> data{1.0f, 2.0f, 3.0f,
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4.0f, 5.0f, 6.0f,
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7.0f, 8.0f, 9.0f};
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std::vector<int32_t> indices{1, 2, 0,
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2, 0, 0};
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test_case.add_input<float>(data);
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test_case.add_input<int32_t>(indices);
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test_case.add_expected_output<float>(vector<float>{4.0f, 8.0f, 3.0f,
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7.0f, 2.0f, 3.0f});
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// clang-format on
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test_case.run();
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}
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NGRAPH_TEST(${BACKEND_NAME}, evaluate_2D_gather_elements_2x2x1_data_float32)
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{
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auto arg1 = make_shared<op::Parameter>(element::i32, PartialShape{2, 2, 1});
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auto arg2 = make_shared<op::Parameter>(element::i32, PartialShape{4, 2, 1});
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int64_t axis = 0;
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auto gather_el = make_shared<op::v6::GatherElements>(arg1, arg2, axis);
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auto fun = make_shared<Function>(OutputVector{gather_el}, ParameterVector{arg1, arg2});
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auto test_case = test::TestCase<TestEngine>(fun);
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// clang-format off
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std::vector<int32_t> data{5,
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4,
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1,
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4};
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std::vector<int32_t> indices{0,
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0,
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1,
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1,
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1,
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1,
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0,
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1};
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test_case.add_input<int32_t>(data);
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test_case.add_input<int32_t>(indices);
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test_case.add_expected_output<int32_t>({5,
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4,
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1,
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4,
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1,
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4,
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5,
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4});
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// clang-format on
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test_case.run();
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}
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NGRAPH_TEST(${BACKEND_NAME}, evaluate_1D_gather_elements_negative_test)
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{
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auto arg1 = make_shared<op::Parameter>(element::i32, PartialShape{3});
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auto arg2 = make_shared<op::Parameter>(element::i32, PartialShape{7});
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int64_t axis = 0;
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auto gather_el = make_shared<op::v6::GatherElements>(arg1, arg2, axis);
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auto fun = make_shared<Function>(OutputVector{gather_el}, ParameterVector{arg1, arg2});
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auto test_case = test::TestCase<TestEngine>(fun);
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std::vector<int32_t> data{1, 2, 3};
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std::vector<int32_t> indices{1, 2, 0, 2, 0, 0, 8};
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test_case.add_multiple_inputs<int32_t>({data, indices});
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test_case.add_expected_output<int32_t>(vector<int32_t>{2, 3, 1, 3, 1, 1, 3});
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try
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{
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test_case.run();
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// Should have thrown, so fail if it didn't
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FAIL() << "Evaluate out ouf bound indices check failed";
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}
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catch (const std::domain_error& error)
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{
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ASSERT_EQ(error.what(), std::string("indices values of GatherElement exceed data size"));
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}
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catch (...)
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{
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FAIL() << "Evaluate out ouf bound indices check failed";
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}
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}
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NGRAPH_TEST(${BACKEND_NAME}, evaluate_2D_gather_elements_negative_test)
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{
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auto arg1 = make_shared<op::Parameter>(element::i32, PartialShape{3, 3});
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auto arg2 = make_shared<op::Parameter>(element::i32, PartialShape{2, 3});
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int64_t axis = 0;
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auto gather_el = make_shared<op::v6::GatherElements>(arg1, arg2, axis);
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auto fun = make_shared<Function>(OutputVector{gather_el}, ParameterVector{arg1, arg2});
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auto test_case = test::TestCase<TestEngine>(fun);
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// clang-format off
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std::vector<int32_t> data{1, 2, 3,
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4, 5, 6,
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7, 8, 9};
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std::vector<int32_t> indices{1, 3, 0,
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2, 0, 0};
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test_case.add_multiple_inputs<int32_t>({data, indices});
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test_case.add_expected_output<int32_t>(vector<int32_t>{4, 8, 3,
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7, 2, 3});
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// clang-format on
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try
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{
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test_case.run();
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// Should have thrown, so fail if it didn't
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FAIL() << "Evaluate out ouf bound indices check failed";
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}
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catch (const std::domain_error& error)
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{
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ASSERT_EQ(error.what(), std::string("indices values of GatherElement exceed data size"));
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}
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catch (...)
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{
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FAIL() << "Evaluate out ouf bound indices check failed";
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}
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}
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