Migrate ExtractImagePatches-3 (#8981)
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// Copyright (C) 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/opsets/opset3.hpp"
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#include "openvino/opsets/opset1.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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namespace {
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struct ExtractImagePatchesParams {
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Tensor data;
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Shape sizes;
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Strides strides;
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Shape rates;
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op::PadType autoPad;
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Tensor expectedResult;
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std::string testcaseName;
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};
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struct Builder : ParamsBuilder<ExtractImagePatchesParams> {
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REFERENCE_TESTS_ADD_SET_PARAM(Builder, data);
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REFERENCE_TESTS_ADD_SET_PARAM(Builder, sizes);
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REFERENCE_TESTS_ADD_SET_PARAM(Builder, strides);
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REFERENCE_TESTS_ADD_SET_PARAM(Builder, rates);
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REFERENCE_TESTS_ADD_SET_PARAM(Builder, autoPad);
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REFERENCE_TESTS_ADD_SET_PARAM(Builder, expectedResult);
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REFERENCE_TESTS_ADD_SET_PARAM(Builder, testcaseName);
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};
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class ReferenceExtractImagePatchesTest : public testing::TestWithParam<ExtractImagePatchesParams>, public CommonReferenceTest {
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public:
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void SetUp() override {
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auto params = GetParam();
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function = CreateFunction(params);
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inputData = {params.data.data};
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refOutData = {params.expectedResult.data};
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}
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static std::string getTestCaseName(const testing::TestParamInfo<ExtractImagePatchesParams>& obj) {
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auto param = obj.param;
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std::ostringstream result;
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result << "dType=" << param.data.type;
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result << "_dShape=" << param.data.shape;
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result << "_sizes=" << param.sizes;
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result << "_strides=" << param.strides;
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result << "_rates=" << param.rates;
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result << "_autoPad=" << param.autoPad;
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result << "_eType=" << param.expectedResult.type;
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result << "_eShape=" << param.expectedResult.shape;
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if (param.testcaseName != "") {
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result << "_=" << param.testcaseName;
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}
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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 ExtractImagePatchesParams& params) {
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const auto data = std::make_shared<opset1::Parameter>(params.data.type, params.data.shape);
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const auto extrace_image_patches = std::make_shared<opset3::ExtractImagePatches>(data,
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params.sizes,
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params.strides,
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params.rates,
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params.autoPad);
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const auto f = std::make_shared<Function>(extrace_image_patches, ParameterVector{data});
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return f;
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}
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};
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TEST_P(ReferenceExtractImagePatchesTest, CompareWithRefs) {
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Exec();
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}
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template <element::Type_t ET>
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std::vector<ExtractImagePatchesParams> generateParams() {
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using T = typename element_type_traits<ET>::value_type;
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std::vector<ExtractImagePatchesParams> params {
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Builder {}
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.data({ET, {1, 1, 10, 10}, std::vector<T>{
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1, 2, 3, 4, 5, 6, 7, 8, 9, 10,
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11, 12, 13, 14, 15, 16, 17, 18, 19, 20,
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21, 22, 23, 24, 25, 26, 27, 28, 29, 30,
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31, 32, 33, 34, 35, 36, 37, 38, 39, 40,
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41, 42, 43, 44, 45, 46, 47, 48, 49, 50,
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51, 52, 53, 54, 55, 56, 57, 58, 59, 60,
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61, 62, 63, 64, 65, 66, 67, 68, 69, 70,
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71, 72, 73, 74, 75, 76, 77, 78, 79, 80,
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81, 82, 83, 84, 85, 86, 87, 88, 89, 90,
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91, 92, 93, 94, 95, 96, 97, 98, 99, 100}})
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.sizes({3, 3})
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.strides({5, 5})
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.rates({1, 1})
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.autoPad(op::PadType::VALID)
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.expectedResult({ET, {1, 9, 2, 2}, std::vector<T>{
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1, 6, 51, 56,
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2, 7, 52, 57,
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3, 8, 53, 58,
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11, 16, 61, 66,
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12, 17, 62, 67,
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13, 18, 63, 68,
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21, 26, 71, 76,
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22, 27, 72, 77,
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23, 28, 73, 78}}),
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Builder {}
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.data({ET, {1, 1, 10, 10}, std::vector<T>{
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1, 2, 3, 4, 5, 6, 7, 8, 9, 10,
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11, 12, 13, 14, 15, 16, 17, 18, 19, 20,
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21, 22, 23, 24, 25, 26, 27, 28, 29, 30,
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31, 32, 33, 34, 35, 36, 37, 38, 39, 40,
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41, 42, 43, 44, 45, 46, 47, 48, 49, 50,
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51, 52, 53, 54, 55, 56, 57, 58, 59, 60,
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61, 62, 63, 64, 65, 66, 67, 68, 69, 70,
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71, 72, 73, 74, 75, 76, 77, 78, 79, 80,
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81, 82, 83, 84, 85, 86, 87, 88, 89, 90,
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91, 92, 93, 94, 95, 96, 97, 98, 99, 100}})
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.sizes({4, 4})
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.strides({8, 8})
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.rates({1, 1})
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.autoPad(op::PadType::VALID)
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.expectedResult({ET, {1, 16, 1, 1}, std::vector<T>{
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1, 2, 3, 4,
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11, 12, 13, 14,
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21, 22, 23, 24,
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31, 32, 33, 34}}),
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Builder {}
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.data({ET, {1, 1, 10, 10}, std::vector<T>{
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1, 2, 3, 4, 5, 6, 7, 8, 9, 10,
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11, 12, 13, 14, 15, 16, 17, 18, 19, 20,
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21, 22, 23, 24, 25, 26, 27, 28, 29, 30,
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31, 32, 33, 34, 35, 36, 37, 38, 39, 40,
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41, 42, 43, 44, 45, 46, 47, 48, 49, 50,
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51, 52, 53, 54, 55, 56, 57, 58, 59, 60,
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61, 62, 63, 64, 65, 66, 67, 68, 69, 70,
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71, 72, 73, 74, 75, 76, 77, 78, 79, 80,
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81, 82, 83, 84, 85, 86, 87, 88, 89, 90,
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91, 92, 93, 94, 95, 96, 97, 98, 99, 100}})
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.sizes({4, 4})
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.strides({9, 9})
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.rates({1, 1})
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.autoPad(op::PadType::SAME_UPPER)
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.expectedResult({ET, {1, 16, 2, 2}, std::vector<T>{
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0, 0, 0, 89,
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0, 0, 81, 90,
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0, 0, 82, 0,
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0, 0, 83, 0,
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0, 9, 0, 99,
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1, 10, 91, 100,
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2, 0, 92, 0,
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3, 0, 93, 0,
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0, 19, 0, 0,
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11, 20, 0, 0,
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12, 0, 0, 0,
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13, 0, 0, 0,
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0, 29, 0, 0,
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21, 30, 0, 0,
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22, 0, 0, 0,
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23, 0, 0, 0}}),
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Builder {}
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.data({ET, {1, 1, 10, 10}, std::vector<T>{
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1, 2, 3, 4, 5, 6, 7, 8, 9, 10,
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11, 12, 13, 14, 15, 16, 17, 18, 19, 20,
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21, 22, 23, 24, 25, 26, 27, 28, 29, 30,
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31, 32, 33, 34, 35, 36, 37, 38, 39, 40,
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41, 42, 43, 44, 45, 46, 47, 48, 49, 50,
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51, 52, 53, 54, 55, 56, 57, 58, 59, 60,
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61, 62, 63, 64, 65, 66, 67, 68, 69, 70,
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71, 72, 73, 74, 75, 76, 77, 78, 79, 80,
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81, 82, 83, 84, 85, 86, 87, 88, 89, 90,
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91, 92, 93, 94, 95, 96, 97, 98, 99, 100}})
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.sizes({3, 3})
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.strides({5, 5})
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.rates({2, 2})
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.autoPad(op::PadType::VALID)
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.expectedResult({ET, {1, 9, 2, 2}, std::vector<T>{
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1, 6, 51, 56,
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3, 8, 53, 58,
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5, 10, 55, 60,
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21, 26, 71, 76,
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23, 28, 73, 78,
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25, 30, 75, 80,
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41, 46, 91, 96,
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43, 48, 93, 98,
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45, 50, 95, 100}}),
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Builder {}
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.data({ET, {1, 2, 5, 5}, std::vector<T>{
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1, 2, 3, 4, 5,
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6, 7, 8, 9, 10,
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11, 12, 13, 14, 15,
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16, 17, 18, 19, 20,
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21, 22, 23, 24, 25,
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26, 27, 28, 29, 30,
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31, 32, 33, 34, 35,
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36, 37, 38, 39, 40,
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41, 42, 43, 44, 45,
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46, 47, 48, 49, 50}})
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.sizes({2, 2})
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.strides({3, 3})
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.rates({1, 1})
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.autoPad(op::PadType::VALID)
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.expectedResult({ET, {1, 8, 2, 2}, std::vector<T>{
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1, 4, 16, 19,
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26, 29, 41, 44,
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2, 5, 17, 20,
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27, 30, 42, 45,
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6, 9, 21, 24,
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31, 34, 46, 49,
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7, 10, 22, 25,
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32, 35, 47, 50}}),
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};
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return params;
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}
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std::vector<ExtractImagePatchesParams> generateCombinedParams() {
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const std::vector<std::vector<ExtractImagePatchesParams>> generatedParams {
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generateParams<element::Type_t::i8>(),
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generateParams<element::Type_t::i16>(),
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generateParams<element::Type_t::i32>(),
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generateParams<element::Type_t::i64>(),
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generateParams<element::Type_t::u8>(),
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generateParams<element::Type_t::u16>(),
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generateParams<element::Type_t::u32>(),
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generateParams<element::Type_t::u64>(),
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generateParams<element::Type_t::bf16>(),
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generateParams<element::Type_t::f16>(),
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generateParams<element::Type_t::f32>(),
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generateParams<element::Type_t::f64>(),
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};
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std::vector<ExtractImagePatchesParams> combinedParams;
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for (const auto& params : generatedParams) {
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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(smoke_ExtractImagePatches_With_Hardcoded_Refs, ReferenceExtractImagePatchesTest,
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testing::ValuesIn(generateCombinedParams()), ReferenceExtractImagePatchesTest::getTestCaseName);
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} // namespace
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