Migrate Movement 1 Operations (VariadicSplit-1) (#8091)
* Migrate VariadicSplit * Skip dynamic shape tests * Add shapes to tensors
This commit is contained in:
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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/op/variadic_split.hpp"
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#include "openvino/op/constant.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 VariadicSplitParams {
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VariadicSplitParams(const ov::PartialShape& dynamicDataShape, const Tensor& dataTensor,
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const Tensor& axisTensor, const Tensor& splitLengthTensor,
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const std::vector<Tensor>& expectedTensors, const std::string& testcaseName = "") :
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dynamicDataShape(dynamicDataShape), dataTensor(dataTensor),
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axisTensor(axisTensor), splitLengthTensor(splitLengthTensor),
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expectedTensors(expectedTensors), testcaseName(testcaseName) {}
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ov::PartialShape dynamicDataShape;
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Tensor dataTensor;
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Tensor axisTensor;
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Tensor splitLengthTensor;
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std::vector<Tensor> expectedTensors;
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std::string testcaseName;
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};
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class ReferenceVariadicSplitTest : public testing::TestWithParam<VariadicSplitParams>, 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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if (params.dynamicDataShape.is_static()) {
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inputData = {params.dataTensor.data};
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function = CreateFunction(params);
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} else {
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inputData = {params.dataTensor.data, params.axisTensor.data, params.splitLengthTensor.data};
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function = CreateDynamicFunction(params);
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}
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for (const auto& expectedTensor : params.expectedTensors) {
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refOutData.push_back(expectedTensor.data);
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}
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}
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static std::string getTestCaseName(const testing::TestParamInfo<VariadicSplitParams>& obj) {
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auto param = obj.param;
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std::ostringstream result;
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result << "ddShape=" << param.dynamicDataShape;
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result << "_dType=" << param.dataTensor.type;
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result << "_dShape=" << param.dataTensor.shape;
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result << "_aType=" << param.axisTensor.type;
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result << "_aShape=" << param.axisTensor.shape;
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result << "_sType=" << param.splitLengthTensor.type;
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result << "_sShape=" << param.splitLengthTensor.shape;
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result << "_eType=" << param.expectedTensors[0].type;
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if (param.testcaseName != "") {
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result << "_eShape=" << param.expectedTensors[0].shape;
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result << "_" << param.testcaseName;
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} else {
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result << "_eShape=" << param.expectedTensors[0].shape;
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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 VariadicSplitParams& params) {
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const auto data = std::make_shared<op::v0::Parameter>(params.dataTensor.type, params.dataTensor.shape);
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const auto axis = std::make_shared<op::v0::Constant>(params.axisTensor.type,
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params.axisTensor.shape,
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params.axisTensor.data.data());
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const auto splitLengths = std::make_shared<op::v0::Constant>(params.splitLengthTensor.type,
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params.splitLengthTensor.shape,
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params.splitLengthTensor.data.data());
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const auto split = std::make_shared<op::v1::VariadicSplit>(data, axis, splitLengths);
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return std::make_shared<ov::Function>(split->outputs(), ParameterVector{data});
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}
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static std::shared_ptr<Function> CreateDynamicFunction(const VariadicSplitParams& params) {
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const auto data = std::make_shared<op::v0::Parameter>(params.dataTensor.type, params.dynamicDataShape);
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const auto axis = std::make_shared<op::v0::Parameter>(params.axisTensor.type, params.axisTensor.shape);
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const auto splitLengths = std::make_shared<op::v0::Parameter>(params.splitLengthTensor.type, params.splitLengthTensor.shape);
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const auto split = std::make_shared<op::v1::VariadicSplit>(data, axis, splitLengths);
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return std::make_shared<ov::Function>(split->outputs(), ParameterVector{data, axis, splitLengths});
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}
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};
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TEST_P(ReferenceVariadicSplitTest, CompareWithRefs) {
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Exec();
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}
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template <element::Type_t IN_ET>
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std::vector<VariadicSplitParams> generateVariadicSplitParams() {
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using T = typename element_type_traits<IN_ET>::value_type;
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std::vector<VariadicSplitParams> variadicSplitParams {
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// variadic_split_1d_static
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VariadicSplitParams({10},
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Tensor(IN_ET, {10}, std::vector<T>{1, 2, 3, 4, 5, 6, 7, 8, 9, 10}),
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Tensor(element::i32, {1}, std::vector<int32_t>{0}),
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Tensor(element::i32, {3}, std::vector<int32_t>{5, 3, 2}),
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std::vector<Tensor>{Tensor(IN_ET, {5}, std::vector<T>{1, 2, 3, 4, 5}),
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Tensor(IN_ET, {3}, std::vector<T>{6, 7, 8}),
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Tensor(IN_ET, {2}, std::vector<T>{9, 10})},
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"variadic_split_1d_static"),
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// variadic_split_1d_dynamic
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VariadicSplitParams(PartialShape::dynamic(),
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Tensor(IN_ET, {10}, std::vector<T>{1, 2, 3, 4, 5, 6, 7, 8, 9, 10}),
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Tensor(element::i32, {1}, std::vector<int32_t>{0}),
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Tensor(element::i32, {3}, std::vector<int32_t>{5, 3, 2}),
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std::vector<Tensor>{Tensor(IN_ET, {5}, std::vector<T>{1, 2, 3, 4, 5}),
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Tensor(IN_ET, {3}, std::vector<T>{6, 7, 8}),
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Tensor(IN_ET, {2}, std::vector<T>{9, 10})},
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"variadic_split_1d_dynamic"),
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// variadic_split_2d_axis_0_static
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VariadicSplitParams({6, 2},
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Tensor(IN_ET, {6, 2}, std::vector<T>{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12}),
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Tensor(element::i32, {}, std::vector<int32_t>{0}),
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Tensor(element::i32, {2}, std::vector<int32_t>{4, 2}),
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std::vector<Tensor>{Tensor(IN_ET, {4, 2}, std::vector<T>{1, 2, 3, 4, 5, 6, 7, 8}),
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Tensor(IN_ET, {2, 2}, std::vector<T>{9, 10, 11, 12})},
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"variadic_split_2d_axis_0_static"),
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// variadic_split_2d_axis_0_dynamic
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VariadicSplitParams(PartialShape::dynamic(),
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Tensor(IN_ET, {6, 2}, std::vector<T>{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12}),
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Tensor(element::i32, {}, std::vector<int32_t>{0}),
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Tensor(element::i32, {2}, std::vector<int32_t>{4, 2}),
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std::vector<Tensor>{Tensor(IN_ET, {4, 2}, std::vector<T>{1, 2, 3, 4, 5, 6, 7, 8}),
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Tensor(IN_ET, {2, 2}, std::vector<T>{9, 10, 11, 12})},
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"variadic_split_2d_axis_0_dynamic"),
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// variadic_split_2d_axis_1_static
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VariadicSplitParams({4, 3},
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Tensor(IN_ET, {4, 3}, std::vector<T>{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12}),
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Tensor(element::i32, {}, std::vector<int32_t>{1}),
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Tensor(element::i32, {2}, std::vector<int32_t>{1, 2}),
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std::vector<Tensor>{Tensor(IN_ET, {4, 1}, std::vector<T>{1, 4, 7, 10}),
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Tensor(IN_ET, {4, 2}, std::vector<T>{2, 3, 5, 6, 8, 9, 11, 12})},
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"variadic_split_2d_axis_1_static"),
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// variadic_split_2d_axis_1_dynamic
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VariadicSplitParams(PartialShape::dynamic(),
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Tensor(IN_ET, {4, 3}, std::vector<T>{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12}),
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Tensor(element::i32, {}, std::vector<int32_t>{1}),
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Tensor(element::i32, {2}, std::vector<int32_t>{1, 2}),
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std::vector<Tensor>{Tensor(IN_ET, {4, 1}, std::vector<T>{1, 4, 7, 10}),
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Tensor(IN_ET, {4, 2}, std::vector<T>{2, 3, 5, 6, 8, 9, 11, 12})},
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"variadic_split_2d_axis_1_dynamic"),
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// variadic_split_4d_axis_0_static
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VariadicSplitParams({6, 2, 3, 1},
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Tensor(IN_ET, {6, 2, 3, 1}, std::vector<T>{0, 1, 2, 3, 4, 5, 6, 7,
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8, 9, 10, 11, 12, 13, 14, 15,
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16, 17, 18, 19, 20, 21, 22, 23,
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24, 25, 26, 27, 28, 29, 30, 31,
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32, 33, 34, 35}),
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Tensor(element::i32, {1}, std::vector<int32_t>{0}),
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Tensor(element::i32, {3}, std::vector<int32_t>{3, 1, 2}),
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std::vector<Tensor>{Tensor(IN_ET, {3, 2, 3, 1}, std::vector<T>{0, 1, 2, 3, 4, 5, 6, 7,
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8, 9, 10, 11, 12, 13, 14, 15,
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16, 17}),
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Tensor(IN_ET, {1, 2, 3, 1}, std::vector<T>{18, 19, 20, 21, 22, 23}),
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Tensor(IN_ET, {2, 2, 3, 1}, std::vector<T>{24, 25, 26, 27, 28, 29, 30, 31,
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32, 33, 34, 35})},
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"variadic_split_4d_axis_0_static"),
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// variadic_split_4d_axis_0_dynamic
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VariadicSplitParams(PartialShape::dynamic(),
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Tensor(IN_ET, {6, 2, 3, 1}, std::vector<T>{0, 1, 2, 3, 4, 5, 6, 7,
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8, 9, 10, 11, 12, 13, 14, 15,
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16, 17, 18, 19, 20, 21, 22, 23,
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24, 25, 26, 27, 28, 29, 30, 31,
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32, 33, 34, 35}),
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Tensor(element::i32, {1}, std::vector<int32_t>{0}),
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Tensor(element::i32, {3}, std::vector<int32_t>{3, 1, 2}),
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std::vector<Tensor>{Tensor(IN_ET, {3, 2, 3, 1}, std::vector<T>{0, 1, 2, 3, 4, 5, 6, 7,
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8, 9, 10, 11, 12, 13, 14, 15,
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16, 17}),
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Tensor(IN_ET, {1, 2, 3, 1}, std::vector<T>{18, 19, 20, 21, 22, 23}),
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Tensor(IN_ET, {2, 2, 3, 1}, std::vector<T>{24, 25, 26, 27, 28, 29, 30, 31,
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32, 33, 34, 35})},
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"variadic_split_4d_axis_0_dynamic"),
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// variadic_split_4d_axis_1_static
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VariadicSplitParams({2, 8, 2, 2},
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Tensor(IN_ET, {2, 8, 2, 2}, std::vector<T>{0, 1, 2, 3, 4, 5, 6, 7,
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8, 9, 10, 11, 12, 13, 14, 15,
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16, 17, 18, 19, 20, 21, 22, 23,
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24, 25, 26, 27, 28, 29, 30, 31,
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32, 33, 34, 35, 36, 37, 38, 39,
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40, 41, 42, 43, 44, 45, 46, 47,
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48, 49, 50, 51, 52, 53, 54, 55,
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56, 57, 58, 59, 60, 61, 62, 63}),
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Tensor(element::i32, {1}, std::vector<int32_t>{1}),
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Tensor(element::i32, {4}, std::vector<int32_t>{1, 3, 2, 2}),
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std::vector<Tensor>{Tensor(IN_ET, {2, 1, 2, 2}, std::vector<T>{0, 1, 2, 3, 32, 33, 34, 35}),
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Tensor(IN_ET, {2, 3, 2, 2}, std::vector<T>{4, 5, 6, 7, 8, 9, 10, 11,
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12, 13, 14, 15, 36, 37, 38, 39,
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40, 41, 42, 43, 44, 45, 46, 47}),
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Tensor(IN_ET, {2, 2, 2, 2}, std::vector<T>{16, 17, 18, 19, 20, 21, 22, 23,
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48, 49, 50, 51, 52, 53, 54, 55}),
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Tensor(IN_ET, {2, 2, 2, 2}, std::vector<T>{24, 25, 26, 27, 28, 29, 30, 31,
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56, 57, 58, 59, 60, 61, 62, 63})},
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"variadic_split_4d_axis_1_static"),
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// variadic_split_4d_axis_1_dynamic
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VariadicSplitParams(PartialShape::dynamic(),
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Tensor(IN_ET, {2, 8, 2, 2}, std::vector<T>{0, 1, 2, 3, 4, 5, 6, 7,
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8, 9, 10, 11, 12, 13, 14, 15,
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16, 17, 18, 19, 20, 21, 22, 23,
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24, 25, 26, 27, 28, 29, 30, 31,
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32, 33, 34, 35, 36, 37, 38, 39,
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40, 41, 42, 43, 44, 45, 46, 47,
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48, 49, 50, 51, 52, 53, 54, 55,
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56, 57, 58, 59, 60, 61, 62, 63}),
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Tensor(element::i32, {1}, std::vector<int32_t>{1}),
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Tensor(element::i32, {4}, std::vector<int32_t>{1, 3, 2, 2}),
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std::vector<Tensor>{Tensor(IN_ET, {2, 1, 2, 2}, std::vector<T>{0, 1, 2, 3, 32, 33, 34, 35}),
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Tensor(IN_ET, {2, 3, 2, 2}, std::vector<T>{4, 5, 6, 7, 8, 9, 10, 11,
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12, 13, 14, 15, 36, 37, 38, 39,
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40, 41, 42, 43, 44, 45, 46, 47}),
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Tensor(IN_ET, {2, 2, 2, 2}, std::vector<T>{16, 17, 18, 19, 20, 21, 22, 23,
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48, 49, 50, 51, 52, 53, 54, 55}),
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Tensor(IN_ET, {2, 2, 2, 2}, std::vector<T>{24, 25, 26, 27, 28, 29, 30, 31,
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56, 57, 58, 59, 60, 61, 62, 63})},
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"variadic_split_4d_axis_1_dynamic"),
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// variadic_split_4d_axis_2_static
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VariadicSplitParams({2, 1, 6, 2},
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Tensor(IN_ET, {2, 1, 6, 2}, std::vector<T>{0, 1, 2, 3, 4, 5, 6, 7,
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8, 9, 10, 11, 12, 13, 14, 15,
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16, 17, 18, 19, 20, 21, 22, 23}),
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Tensor(element::i32, {1}, std::vector<int32_t>{2}),
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Tensor(element::i32, {3}, std::vector<int32_t>{3, 1, 2}),
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std::vector<Tensor>{Tensor(IN_ET, {2, 1, 3, 2}, std::vector<T>{0, 1, 2, 3, 4, 5, 12, 13,
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14, 15, 16, 17}),
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Tensor(IN_ET, {2, 1, 1, 2}, std::vector<T>{6, 7, 18, 19}),
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Tensor(IN_ET, {2, 1, 2, 2}, std::vector<T>{8, 9, 10, 11, 20, 21, 22, 23})},
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"variadic_split_4d_axis_2_static"),
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// variadic_split_4d_axis_2_dynamic
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VariadicSplitParams(PartialShape::dynamic(),
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Tensor(IN_ET, {2, 1, 6, 2}, std::vector<T>{0, 1, 2, 3, 4, 5, 6, 7,
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8, 9, 10, 11, 12, 13, 14, 15,
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16, 17, 18, 19, 20, 21, 22, 23}),
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Tensor(element::i32, {1}, std::vector<int32_t>{2}),
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Tensor(element::i32, {3}, std::vector<int32_t>{-1, 1, 2}),
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std::vector<Tensor>{Tensor(IN_ET, {2, 1, 3, 2}, std::vector<T>{0, 1, 2, 3, 4, 5, 12, 13,
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14, 15, 16, 17}),
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Tensor(IN_ET, {2, 1, 1, 2}, std::vector<T>{6, 7, 18, 19}),
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Tensor(IN_ET, {2, 1, 2, 2}, std::vector<T>{8, 9, 10, 11, 20, 21, 22, 23})},
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"variadic_split_4d_axis_2_dynamic"),
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// variadic_split_4d_axis_3_static
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VariadicSplitParams({2, 1, 2, 6},
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Tensor(IN_ET, {2, 1, 2, 6}, std::vector<T>{0, 1, 2, 3, 4, 5, 6, 7,
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8, 9, 10, 11, 12, 13, 14, 15,
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16, 17, 18, 19, 20, 21, 22, 23}),
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Tensor(element::i32, {1}, std::vector<int32_t>{3}),
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Tensor(element::i32, {3}, std::vector<int32_t>{1, -1, 3}),
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std::vector<Tensor>{Tensor(IN_ET, {2, 1, 2, 1}, std::vector<T>{0, 6, 12, 18}),
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Tensor(IN_ET, {2, 1, 2, 2}, std::vector<T>{1, 2, 7, 8, 13, 14, 19, 20}),
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Tensor(IN_ET, {2, 1, 2, 3}, std::vector<T>{3, 4, 5, 9, 10, 11, 15, 16,
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17, 21, 22, 23})},
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"variadic_split_4d_axis_3_static"),
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// variadic_split_4d_axis_3_dynamic
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VariadicSplitParams(PartialShape::dynamic(),
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Tensor(IN_ET, {2, 1, 2, 6}, std::vector<T>{0, 1, 2, 3, 4, 5, 6, 7,
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8, 9, 10, 11, 12, 13, 14, 15,
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16, 17, 18, 19, 20, 21, 22, 23}),
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Tensor(element::i32, {1}, std::vector<int32_t>{3}),
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Tensor(element::i32, {3}, std::vector<int32_t>{1, 2, -1}),
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std::vector<Tensor>{Tensor(IN_ET, {2, 1, 2, 1}, std::vector<T>{0, 6, 12, 18}),
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Tensor(IN_ET, {2, 1, 2, 2}, std::vector<T>{1, 2, 7, 8, 13, 14, 19, 20}),
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Tensor(IN_ET, {2, 1, 2, 3}, std::vector<T>{3, 4, 5, 9, 10, 11, 15, 16,
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17, 21, 22, 23})},
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"variadic_split_4d_axis_3_dynamic"),
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};
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return variadicSplitParams;
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}
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std::vector<VariadicSplitParams> generateVariadicSplitCombinedParams() {
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const std::vector<std::vector<VariadicSplitParams>> variadicSplitTypeParams {
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generateVariadicSplitParams<element::Type_t::i8>(),
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generateVariadicSplitParams<element::Type_t::i16>(),
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generateVariadicSplitParams<element::Type_t::i32>(),
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generateVariadicSplitParams<element::Type_t::i64>(),
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generateVariadicSplitParams<element::Type_t::u8>(),
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generateVariadicSplitParams<element::Type_t::u16>(),
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generateVariadicSplitParams<element::Type_t::u32>(),
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generateVariadicSplitParams<element::Type_t::u64>(),
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generateVariadicSplitParams<element::Type_t::f16>(),
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generateVariadicSplitParams<element::Type_t::f32>(),
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};
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std::vector<VariadicSplitParams> combinedParams;
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for (const auto& params : variadicSplitTypeParams) {
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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_VariadicSplit_With_Hardcoded_Refs, ReferenceVariadicSplitTest,
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testing::ValuesIn(generateVariadicSplitCombinedParams()), ReferenceVariadicSplitTest::getTestCaseName);
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} // namespace
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