Migrate ExtractImagePatches-3 (#8981)

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Steve Yoo 2021-12-16 03:45:18 +09:00 committed by GitHub
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// Copyright (C) 2021 Intel Corporation
// SPDX-License-Identifier: Apache-2.0
//
#include <gtest/gtest.h>
#include "openvino/opsets/opset3.hpp"
#include "openvino/opsets/opset1.hpp"
#include "base_reference_test.hpp"
using namespace reference_tests;
using namespace ov;
namespace {
struct ExtractImagePatchesParams {
Tensor data;
Shape sizes;
Strides strides;
Shape rates;
op::PadType autoPad;
Tensor expectedResult;
std::string testcaseName;
};
struct Builder : ParamsBuilder<ExtractImagePatchesParams> {
REFERENCE_TESTS_ADD_SET_PARAM(Builder, data);
REFERENCE_TESTS_ADD_SET_PARAM(Builder, sizes);
REFERENCE_TESTS_ADD_SET_PARAM(Builder, strides);
REFERENCE_TESTS_ADD_SET_PARAM(Builder, rates);
REFERENCE_TESTS_ADD_SET_PARAM(Builder, autoPad);
REFERENCE_TESTS_ADD_SET_PARAM(Builder, expectedResult);
REFERENCE_TESTS_ADD_SET_PARAM(Builder, testcaseName);
};
class ReferenceExtractImagePatchesTest : public testing::TestWithParam<ExtractImagePatchesParams>, public CommonReferenceTest {
public:
void SetUp() override {
auto params = GetParam();
function = CreateFunction(params);
inputData = {params.data.data};
refOutData = {params.expectedResult.data};
}
static std::string getTestCaseName(const testing::TestParamInfo<ExtractImagePatchesParams>& obj) {
auto param = obj.param;
std::ostringstream result;
result << "dType=" << param.data.type;
result << "_dShape=" << param.data.shape;
result << "_sizes=" << param.sizes;
result << "_strides=" << param.strides;
result << "_rates=" << param.rates;
result << "_autoPad=" << param.autoPad;
result << "_eType=" << param.expectedResult.type;
result << "_eShape=" << param.expectedResult.shape;
if (param.testcaseName != "") {
result << "_=" << param.testcaseName;
}
return result.str();
}
private:
static std::shared_ptr<Function> CreateFunction(const ExtractImagePatchesParams& params) {
const auto data = std::make_shared<opset1::Parameter>(params.data.type, params.data.shape);
const auto extrace_image_patches = std::make_shared<opset3::ExtractImagePatches>(data,
params.sizes,
params.strides,
params.rates,
params.autoPad);
const auto f = std::make_shared<Function>(extrace_image_patches, ParameterVector{data});
return f;
}
};
TEST_P(ReferenceExtractImagePatchesTest, CompareWithRefs) {
Exec();
}
template <element::Type_t ET>
std::vector<ExtractImagePatchesParams> generateParams() {
using T = typename element_type_traits<ET>::value_type;
std::vector<ExtractImagePatchesParams> params {
Builder {}
.data({ET, {1, 1, 10, 10}, std::vector<T>{
1, 2, 3, 4, 5, 6, 7, 8, 9, 10,
11, 12, 13, 14, 15, 16, 17, 18, 19, 20,
21, 22, 23, 24, 25, 26, 27, 28, 29, 30,
31, 32, 33, 34, 35, 36, 37, 38, 39, 40,
41, 42, 43, 44, 45, 46, 47, 48, 49, 50,
51, 52, 53, 54, 55, 56, 57, 58, 59, 60,
61, 62, 63, 64, 65, 66, 67, 68, 69, 70,
71, 72, 73, 74, 75, 76, 77, 78, 79, 80,
81, 82, 83, 84, 85, 86, 87, 88, 89, 90,
91, 92, 93, 94, 95, 96, 97, 98, 99, 100}})
.sizes({3, 3})
.strides({5, 5})
.rates({1, 1})
.autoPad(op::PadType::VALID)
.expectedResult({ET, {1, 9, 2, 2}, std::vector<T>{
1, 6, 51, 56,
2, 7, 52, 57,
3, 8, 53, 58,
11, 16, 61, 66,
12, 17, 62, 67,
13, 18, 63, 68,
21, 26, 71, 76,
22, 27, 72, 77,
23, 28, 73, 78}}),
Builder {}
.data({ET, {1, 1, 10, 10}, std::vector<T>{
1, 2, 3, 4, 5, 6, 7, 8, 9, 10,
11, 12, 13, 14, 15, 16, 17, 18, 19, 20,
21, 22, 23, 24, 25, 26, 27, 28, 29, 30,
31, 32, 33, 34, 35, 36, 37, 38, 39, 40,
41, 42, 43, 44, 45, 46, 47, 48, 49, 50,
51, 52, 53, 54, 55, 56, 57, 58, 59, 60,
61, 62, 63, 64, 65, 66, 67, 68, 69, 70,
71, 72, 73, 74, 75, 76, 77, 78, 79, 80,
81, 82, 83, 84, 85, 86, 87, 88, 89, 90,
91, 92, 93, 94, 95, 96, 97, 98, 99, 100}})
.sizes({4, 4})
.strides({8, 8})
.rates({1, 1})
.autoPad(op::PadType::VALID)
.expectedResult({ET, {1, 16, 1, 1}, std::vector<T>{
1, 2, 3, 4,
11, 12, 13, 14,
21, 22, 23, 24,
31, 32, 33, 34}}),
Builder {}
.data({ET, {1, 1, 10, 10}, std::vector<T>{
1, 2, 3, 4, 5, 6, 7, 8, 9, 10,
11, 12, 13, 14, 15, 16, 17, 18, 19, 20,
21, 22, 23, 24, 25, 26, 27, 28, 29, 30,
31, 32, 33, 34, 35, 36, 37, 38, 39, 40,
41, 42, 43, 44, 45, 46, 47, 48, 49, 50,
51, 52, 53, 54, 55, 56, 57, 58, 59, 60,
61, 62, 63, 64, 65, 66, 67, 68, 69, 70,
71, 72, 73, 74, 75, 76, 77, 78, 79, 80,
81, 82, 83, 84, 85, 86, 87, 88, 89, 90,
91, 92, 93, 94, 95, 96, 97, 98, 99, 100}})
.sizes({4, 4})
.strides({9, 9})
.rates({1, 1})
.autoPad(op::PadType::SAME_UPPER)
.expectedResult({ET, {1, 16, 2, 2}, std::vector<T>{
0, 0, 0, 89,
0, 0, 81, 90,
0, 0, 82, 0,
0, 0, 83, 0,
0, 9, 0, 99,
1, 10, 91, 100,
2, 0, 92, 0,
3, 0, 93, 0,
0, 19, 0, 0,
11, 20, 0, 0,
12, 0, 0, 0,
13, 0, 0, 0,
0, 29, 0, 0,
21, 30, 0, 0,
22, 0, 0, 0,
23, 0, 0, 0}}),
Builder {}
.data({ET, {1, 1, 10, 10}, std::vector<T>{
1, 2, 3, 4, 5, 6, 7, 8, 9, 10,
11, 12, 13, 14, 15, 16, 17, 18, 19, 20,
21, 22, 23, 24, 25, 26, 27, 28, 29, 30,
31, 32, 33, 34, 35, 36, 37, 38, 39, 40,
41, 42, 43, 44, 45, 46, 47, 48, 49, 50,
51, 52, 53, 54, 55, 56, 57, 58, 59, 60,
61, 62, 63, 64, 65, 66, 67, 68, 69, 70,
71, 72, 73, 74, 75, 76, 77, 78, 79, 80,
81, 82, 83, 84, 85, 86, 87, 88, 89, 90,
91, 92, 93, 94, 95, 96, 97, 98, 99, 100}})
.sizes({3, 3})
.strides({5, 5})
.rates({2, 2})
.autoPad(op::PadType::VALID)
.expectedResult({ET, {1, 9, 2, 2}, std::vector<T>{
1, 6, 51, 56,
3, 8, 53, 58,
5, 10, 55, 60,
21, 26, 71, 76,
23, 28, 73, 78,
25, 30, 75, 80,
41, 46, 91, 96,
43, 48, 93, 98,
45, 50, 95, 100}}),
Builder {}
.data({ET, {1, 2, 5, 5}, std::vector<T>{
1, 2, 3, 4, 5,
6, 7, 8, 9, 10,
11, 12, 13, 14, 15,
16, 17, 18, 19, 20,
21, 22, 23, 24, 25,
26, 27, 28, 29, 30,
31, 32, 33, 34, 35,
36, 37, 38, 39, 40,
41, 42, 43, 44, 45,
46, 47, 48, 49, 50}})
.sizes({2, 2})
.strides({3, 3})
.rates({1, 1})
.autoPad(op::PadType::VALID)
.expectedResult({ET, {1, 8, 2, 2}, std::vector<T>{
1, 4, 16, 19,
26, 29, 41, 44,
2, 5, 17, 20,
27, 30, 42, 45,
6, 9, 21, 24,
31, 34, 46, 49,
7, 10, 22, 25,
32, 35, 47, 50}}),
};
return params;
}
std::vector<ExtractImagePatchesParams> generateCombinedParams() {
const std::vector<std::vector<ExtractImagePatchesParams>> generatedParams {
generateParams<element::Type_t::i8>(),
generateParams<element::Type_t::i16>(),
generateParams<element::Type_t::i32>(),
generateParams<element::Type_t::i64>(),
generateParams<element::Type_t::u8>(),
generateParams<element::Type_t::u16>(),
generateParams<element::Type_t::u32>(),
generateParams<element::Type_t::u64>(),
generateParams<element::Type_t::bf16>(),
generateParams<element::Type_t::f16>(),
generateParams<element::Type_t::f32>(),
generateParams<element::Type_t::f64>(),
};
std::vector<ExtractImagePatchesParams> combinedParams;
for (const auto& params : generatedParams) {
combinedParams.insert(combinedParams.end(), params.begin(), params.end());
}
return combinedParams;
}
INSTANTIATE_TEST_SUITE_P(smoke_ExtractImagePatches_With_Hardcoded_Refs, ReferenceExtractImagePatchesTest,
testing::ValuesIn(generateCombinedParams()), ReferenceExtractImagePatchesTest::getTestCaseName);
} // namespace