openvino/docs/template_plugin/tests/functional/op_reference/tile.cpp

331 lines
18 KiB
C++

// Copyright (C) 2018-2022 Intel Corporation
// SPDX-License-Identifier: Apache-2.0
//
#include <gtest/gtest.h>
#include "openvino/opsets/opset1.hpp"
#include "base_reference_test.hpp"
using namespace reference_tests;
using namespace ov;
namespace {
struct TileParams {
TileParams(
const reference_tests::Tensor& A, const reference_tests::Tensor& repeats,
const reference_tests::Tensor& expected, const std::string& testcaseName = "") :
A(A), repeats(repeats), expected(expected), testcaseName(testcaseName) {}
reference_tests::Tensor A;
reference_tests::Tensor repeats;
reference_tests::Tensor expected;
std::string testcaseName;
};
class ReferenceTileTest : public testing::TestWithParam<TileParams>, public CommonReferenceTest {
public:
void SetUp() override {
auto params = GetParam();
function = CreateFunction(params);
inputData = {params.A.data};
refOutData = {params.expected.data};
}
static std::string getTestCaseName(const testing::TestParamInfo<TileParams>& obj) {
auto param = obj.param;
std::ostringstream result;
result << "aType=" << param.A.type;
result << "_aShape=" << param.A.shape;
result << "_rType=" << param.repeats.type;
result << "_rShape=" << param.repeats.shape;
result << "_eType=" << param.expected.type;
if (param.testcaseName != "") {
result << "_eShape=" << param.expected.shape;
result << "_=" << param.testcaseName;
} else {
result << "_rShape=" << param.expected.shape;
}
return result.str();
}
private:
static std::shared_ptr<Model> CreateFunction(const TileParams& params) {
const auto A = std::make_shared<opset1::Parameter>(params.A.type, params.A.shape);
const auto repeats = std::make_shared<opset1::Constant>(params.repeats.type, params.repeats.shape,
params.repeats.data.data());
const auto tile = std::make_shared<opset1::Tile>(A, repeats);
const auto f = std::make_shared<Model>(NodeVector{tile}, ParameterVector{A});
return f;
}
};
TEST_P(ReferenceTileTest, CompareWithRefs) {
Exec();
}
template <element::Type_t ET, element::Type_t ET_INT>
std::vector<TileParams> generateParams() {
using T = typename element_type_traits<ET>::value_type;
using T_INT = typename element_type_traits<ET_INT>::value_type;
std::vector<TileParams> params {
TileParams(
reference_tests::Tensor(ET, {}, std::vector<T>{
1
}),
reference_tests::Tensor(ET_INT, {1}, std::vector<T_INT>{2}),
reference_tests::Tensor(ET, {2}, std::vector<T>{
1, 1
}),
"tile_0d_to_1d_data_broadcast"),
TileParams(
reference_tests::Tensor(ET, {6}, std::vector<T>{
1, 2, 3, 4, 5, 6,
}),
reference_tests::Tensor(ET_INT, {1}, std::vector<T_INT>{4}),
reference_tests::Tensor(ET, {24}, std::vector<T>{
1, 2, 3, 4, 5, 6,
1, 2, 3, 4, 5, 6,
1, 2, 3, 4, 5, 6,
1, 2, 3, 4, 5, 6
}),
"tile_1d_to_1d_no_broadcast"),
TileParams(
reference_tests::Tensor(ET, {3}, std::vector<T>{
1, 2, 3
}),
reference_tests::Tensor(ET_INT, {3}, std::vector<T_INT>{2, 2, 1}),
reference_tests::Tensor(ET, {2, 2, 3}, std::vector<T>{
1, 2, 3, 1, 2, 3, 1, 2, 3, 1, 2, 3
}),
"tile_1d_to_3d_data_broadcast"),
TileParams(
reference_tests::Tensor(ET, {2, 1, 3}, std::vector<T>{
1, 2, 3, 4, 5, 6
}),
reference_tests::Tensor(ET_INT, {2}, std::vector<T_INT>{2, 1}),
reference_tests::Tensor(ET, {2, 2, 3}, std::vector<T>{
1, 2, 3, 1, 2, 3, 4, 5, 6, 4, 5, 6
}),
"tile_3d_to_3d_repeats_broadcast"),
};
return params;
}
template <element::Type_t ET, element::Type_t ET_INT>
std::vector<TileParams> generateParamsFloatValue() {
using T = typename element_type_traits<ET>::value_type;
using T_INT = typename element_type_traits<ET_INT>::value_type;
std::vector<TileParams> params {
TileParams(
reference_tests::Tensor(ET, {2, 1, 3}, std::vector<T>{
1.1f, 2.2f, 3.3f, 4.4f, 5.5f, 6.6f
}),
reference_tests::Tensor(ET_INT, {2}, std::vector<T_INT>{2, 1}),
reference_tests::Tensor(ET, {2, 2, 3}, std::vector<T>{
1.1f, 2.2f, 3.3f, 1.1f, 2.2f, 3.3f, 4.4f, 5.5f, 6.6f, 4.4f, 5.5f, 6.6f
}),
"tile_3d_to_3d_repeats_broadcast_float_val"),
};
return params;
}
std::vector<TileParams> generateCombinedParams() {
const std::vector<std::vector<TileParams>> generatedParams {
// test each data type for each repeats type
// CVS-73511 - commented here due segmentation fault
// generateParams<element::Type_t::i4, element::Type_t::i4>(),
// generateParams<element::Type_t::i4, element::Type_t::i8>(),
// generateParams<element::Type_t::i4, element::Type_t::i16>(),
// generateParams<element::Type_t::i4, element::Type_t::i32>(),
// generateParams<element::Type_t::i4, element::Type_t::i64>(),
// generateParams<element::Type_t::i4, element::Type_t::u4>(),
// generateParams<element::Type_t::i4, element::Type_t::u8>(),
// generateParams<element::Type_t::i4, element::Type_t::u16>(),
// generateParams<element::Type_t::i4, element::Type_t::u32>(),
// generateParams<element::Type_t::i4, element::Type_t::u64>(),
generateParams<element::Type_t::i8, element::Type_t::i4>(),
generateParams<element::Type_t::i8, element::Type_t::i8>(),
generateParams<element::Type_t::i8, element::Type_t::i16>(),
generateParams<element::Type_t::i8, element::Type_t::i32>(),
generateParams<element::Type_t::i8, element::Type_t::i64>(),
generateParams<element::Type_t::i8, element::Type_t::u4>(),
generateParams<element::Type_t::i8, element::Type_t::u8>(),
generateParams<element::Type_t::i8, element::Type_t::u16>(),
generateParams<element::Type_t::i8, element::Type_t::u32>(),
generateParams<element::Type_t::i8, element::Type_t::u64>(),
generateParams<element::Type_t::i16, element::Type_t::i4>(),
generateParams<element::Type_t::i16, element::Type_t::i8>(),
generateParams<element::Type_t::i16, element::Type_t::i16>(),
generateParams<element::Type_t::i16, element::Type_t::i32>(),
generateParams<element::Type_t::i16, element::Type_t::i64>(),
generateParams<element::Type_t::i16, element::Type_t::u4>(),
generateParams<element::Type_t::i16, element::Type_t::u8>(),
generateParams<element::Type_t::i16, element::Type_t::u16>(),
generateParams<element::Type_t::i16, element::Type_t::u32>(),
generateParams<element::Type_t::i16, element::Type_t::u64>(),
generateParams<element::Type_t::i32, element::Type_t::i4>(),
generateParams<element::Type_t::i32, element::Type_t::i8>(),
generateParams<element::Type_t::i32, element::Type_t::i16>(),
generateParams<element::Type_t::i32, element::Type_t::i32>(),
generateParams<element::Type_t::i32, element::Type_t::i64>(),
generateParams<element::Type_t::i32, element::Type_t::u4>(),
generateParams<element::Type_t::i32, element::Type_t::u8>(),
generateParams<element::Type_t::i32, element::Type_t::u16>(),
generateParams<element::Type_t::i32, element::Type_t::u32>(),
generateParams<element::Type_t::i32, element::Type_t::u64>(),
generateParams<element::Type_t::i64, element::Type_t::i4>(),
generateParams<element::Type_t::i64, element::Type_t::i8>(),
generateParams<element::Type_t::i64, element::Type_t::i16>(),
generateParams<element::Type_t::i64, element::Type_t::i32>(),
generateParams<element::Type_t::i64, element::Type_t::i64>(),
generateParams<element::Type_t::i64, element::Type_t::u4>(),
generateParams<element::Type_t::i64, element::Type_t::u8>(),
generateParams<element::Type_t::i64, element::Type_t::u16>(),
generateParams<element::Type_t::i64, element::Type_t::u32>(),
generateParams<element::Type_t::i64, element::Type_t::u64>(),
// CVS-73511 - commented here due segmentation fault
// generateParams<element::Type_t::u4, element::Type_t::i4>(),
// generateParams<element::Type_t::u4, element::Type_t::i8>(),
// generateParams<element::Type_t::u4, element::Type_t::i16>(),
// generateParams<element::Type_t::u4, element::Type_t::i32>(),
// generateParams<element::Type_t::u4, element::Type_t::i64>(),
// generateParams<element::Type_t::u4, element::Type_t::u4>(),
// generateParams<element::Type_t::u4, element::Type_t::u8>(),
// generateParams<element::Type_t::u4, element::Type_t::u16>(),
// generateParams<element::Type_t::u4, element::Type_t::u32>(),
// generateParams<element::Type_t::u4, element::Type_t::u64>(),
generateParams<element::Type_t::u8, element::Type_t::i4>(),
generateParams<element::Type_t::u8, element::Type_t::i8>(),
generateParams<element::Type_t::u8, element::Type_t::i16>(),
generateParams<element::Type_t::u8, element::Type_t::i32>(),
generateParams<element::Type_t::u8, element::Type_t::i64>(),
generateParams<element::Type_t::u8, element::Type_t::u4>(),
generateParams<element::Type_t::u8, element::Type_t::u8>(),
generateParams<element::Type_t::u8, element::Type_t::u16>(),
generateParams<element::Type_t::u8, element::Type_t::u32>(),
generateParams<element::Type_t::u8, element::Type_t::u64>(),
generateParams<element::Type_t::u16, element::Type_t::i4>(),
generateParams<element::Type_t::u16, element::Type_t::i8>(),
generateParams<element::Type_t::u16, element::Type_t::i16>(),
generateParams<element::Type_t::u16, element::Type_t::i32>(),
generateParams<element::Type_t::u16, element::Type_t::i64>(),
generateParams<element::Type_t::u16, element::Type_t::u4>(),
generateParams<element::Type_t::u16, element::Type_t::u8>(),
generateParams<element::Type_t::u16, element::Type_t::u16>(),
generateParams<element::Type_t::u16, element::Type_t::u32>(),
generateParams<element::Type_t::u16, element::Type_t::u64>(),
generateParams<element::Type_t::u32, element::Type_t::i4>(),
generateParams<element::Type_t::u32, element::Type_t::i8>(),
generateParams<element::Type_t::u32, element::Type_t::i16>(),
generateParams<element::Type_t::u32, element::Type_t::i32>(),
generateParams<element::Type_t::u32, element::Type_t::i64>(),
generateParams<element::Type_t::u32, element::Type_t::u4>(),
generateParams<element::Type_t::u32, element::Type_t::u8>(),
generateParams<element::Type_t::u32, element::Type_t::u16>(),
generateParams<element::Type_t::u32, element::Type_t::u32>(),
generateParams<element::Type_t::u32, element::Type_t::u64>(),
generateParams<element::Type_t::u64, element::Type_t::i4>(),
generateParams<element::Type_t::u64, element::Type_t::i8>(),
generateParams<element::Type_t::u64, element::Type_t::i16>(),
generateParams<element::Type_t::u64, element::Type_t::i32>(),
generateParams<element::Type_t::u64, element::Type_t::i64>(),
generateParams<element::Type_t::u64, element::Type_t::u4>(),
generateParams<element::Type_t::u64, element::Type_t::u8>(),
generateParams<element::Type_t::u64, element::Type_t::u16>(),
generateParams<element::Type_t::u64, element::Type_t::u32>(),
generateParams<element::Type_t::u64, element::Type_t::u64>(),
generateParams<element::Type_t::f16, element::Type_t::i4>(),
generateParams<element::Type_t::f16, element::Type_t::i8>(),
generateParams<element::Type_t::f16, element::Type_t::i16>(),
generateParams<element::Type_t::f16, element::Type_t::i32>(),
generateParams<element::Type_t::f16, element::Type_t::i64>(),
generateParams<element::Type_t::f16, element::Type_t::u4>(),
generateParams<element::Type_t::f16, element::Type_t::u8>(),
generateParams<element::Type_t::f16, element::Type_t::u16>(),
generateParams<element::Type_t::f16, element::Type_t::u32>(),
generateParams<element::Type_t::f16, element::Type_t::u64>(),
generateParams<element::Type_t::f32, element::Type_t::i4>(),
generateParams<element::Type_t::f32, element::Type_t::i8>(),
generateParams<element::Type_t::f32, element::Type_t::i16>(),
generateParams<element::Type_t::f32, element::Type_t::i32>(),
generateParams<element::Type_t::f32, element::Type_t::i64>(),
generateParams<element::Type_t::f32, element::Type_t::u4>(),
generateParams<element::Type_t::f32, element::Type_t::u8>(),
generateParams<element::Type_t::f32, element::Type_t::u16>(),
generateParams<element::Type_t::f32, element::Type_t::u32>(),
generateParams<element::Type_t::f32, element::Type_t::u64>(),
generateParams<element::Type_t::f64, element::Type_t::i4>(),
generateParams<element::Type_t::f64, element::Type_t::i8>(),
generateParams<element::Type_t::f64, element::Type_t::i16>(),
generateParams<element::Type_t::f64, element::Type_t::i32>(),
generateParams<element::Type_t::f64, element::Type_t::i64>(),
generateParams<element::Type_t::f64, element::Type_t::u4>(),
generateParams<element::Type_t::f64, element::Type_t::u8>(),
generateParams<element::Type_t::f64, element::Type_t::u16>(),
generateParams<element::Type_t::f64, element::Type_t::u32>(),
generateParams<element::Type_t::f64, element::Type_t::u64>(),
generateParams<element::Type_t::bf16, element::Type_t::i4>(),
generateParams<element::Type_t::bf16, element::Type_t::i8>(),
generateParams<element::Type_t::bf16, element::Type_t::i16>(),
generateParams<element::Type_t::bf16, element::Type_t::i32>(),
generateParams<element::Type_t::bf16, element::Type_t::i64>(),
generateParams<element::Type_t::bf16, element::Type_t::u4>(),
generateParams<element::Type_t::bf16, element::Type_t::u8>(),
generateParams<element::Type_t::bf16, element::Type_t::u16>(),
generateParams<element::Type_t::bf16, element::Type_t::u32>(),
generateParams<element::Type_t::bf16, element::Type_t::u64>(),
// // test float values in data
generateParamsFloatValue<element::Type_t::f16, element::Type_t::i4>(),
generateParamsFloatValue<element::Type_t::f16, element::Type_t::i8>(),
generateParamsFloatValue<element::Type_t::f16, element::Type_t::i16>(),
generateParamsFloatValue<element::Type_t::f16, element::Type_t::i32>(),
generateParamsFloatValue<element::Type_t::f16, element::Type_t::i64>(),
generateParamsFloatValue<element::Type_t::f16, element::Type_t::u4>(),
generateParamsFloatValue<element::Type_t::f16, element::Type_t::u8>(),
generateParamsFloatValue<element::Type_t::f16, element::Type_t::u16>(),
generateParamsFloatValue<element::Type_t::f16, element::Type_t::u32>(),
generateParamsFloatValue<element::Type_t::f16, element::Type_t::u64>(),
generateParamsFloatValue<element::Type_t::f32, element::Type_t::i4>(),
generateParamsFloatValue<element::Type_t::f32, element::Type_t::i8>(),
generateParamsFloatValue<element::Type_t::f32, element::Type_t::i16>(),
generateParamsFloatValue<element::Type_t::f32, element::Type_t::i32>(),
generateParamsFloatValue<element::Type_t::f32, element::Type_t::i64>(),
generateParamsFloatValue<element::Type_t::f32, element::Type_t::u4>(),
generateParamsFloatValue<element::Type_t::f32, element::Type_t::u8>(),
generateParamsFloatValue<element::Type_t::f32, element::Type_t::u16>(),
generateParamsFloatValue<element::Type_t::f32, element::Type_t::u32>(),
generateParamsFloatValue<element::Type_t::f32, element::Type_t::u64>(),
generateParamsFloatValue<element::Type_t::f64, element::Type_t::i4>(),
generateParamsFloatValue<element::Type_t::f64, element::Type_t::i8>(),
generateParamsFloatValue<element::Type_t::f64, element::Type_t::i16>(),
generateParamsFloatValue<element::Type_t::f64, element::Type_t::i32>(),
generateParamsFloatValue<element::Type_t::f64, element::Type_t::i64>(),
generateParamsFloatValue<element::Type_t::f64, element::Type_t::u4>(),
generateParamsFloatValue<element::Type_t::f64, element::Type_t::u8>(),
generateParamsFloatValue<element::Type_t::f64, element::Type_t::u16>(),
generateParamsFloatValue<element::Type_t::f64, element::Type_t::u32>(),
generateParamsFloatValue<element::Type_t::f64, element::Type_t::u64>(),
generateParamsFloatValue<element::Type_t::bf16, element::Type_t::i4>(),
generateParamsFloatValue<element::Type_t::bf16, element::Type_t::i8>(),
generateParamsFloatValue<element::Type_t::bf16, element::Type_t::i16>(),
generateParamsFloatValue<element::Type_t::bf16, element::Type_t::i32>(),
generateParamsFloatValue<element::Type_t::bf16, element::Type_t::i64>(),
generateParamsFloatValue<element::Type_t::bf16, element::Type_t::u4>(),
generateParamsFloatValue<element::Type_t::bf16, element::Type_t::u8>(),
generateParamsFloatValue<element::Type_t::bf16, element::Type_t::u16>(),
generateParamsFloatValue<element::Type_t::bf16, element::Type_t::u32>(),
generateParamsFloatValue<element::Type_t::bf16, element::Type_t::u64>()
};
std::vector<TileParams> combinedParams;
for (const auto& params : generatedParams) {
combinedParams.insert(combinedParams.end(), params.begin(), params.end());
}
return combinedParams;
}
INSTANTIATE_TEST_SUITE_P(smoke_Tile_With_Hardcoded_Refs, ReferenceTileTest,
testing::ValuesIn(generateCombinedParams()), ReferenceTileTest::getTestCaseName);
} // namespace