Migrate Movement 2 (GatherElements-6, GatherND-5) (#8282)
This commit is contained in:
Steve Yoo
GitHub
@@ -0,0 +1,225 @@
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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/gather_elements.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 GatherElementsParams {
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GatherElementsParams(
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const Tensor& dataTensor, const Tensor& indicesTensor, int64_t axis,
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const Tensor& expectedTensor, const std::string& testcaseName = "") :
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dataTensor(dataTensor), indicesTensor(indicesTensor), axis(axis),
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expectedTensor(expectedTensor), testcaseName(testcaseName) {}
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Tensor dataTensor;
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Tensor indicesTensor;
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int64_t axis;
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Tensor expectedTensor;
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std::string testcaseName;
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};
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class ReferenceGatherElementsTest : public testing::TestWithParam<GatherElementsParams>, 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.dataTensor.data, params.indicesTensor.data};
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refOutData = {params.expectedTensor.data};
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}
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static std::string getTestCaseName(const testing::TestParamInfo<GatherElementsParams>& obj) {
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auto param = obj.param;
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std::ostringstream result;
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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.indicesTensor.type;
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result << "_aShape=" << param.indicesTensor.shape;
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result << "_axis=" << param.axis;
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result << "_eType=" << param.expectedTensor.type;
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if (param.testcaseName != "") {
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result << "_eShape=" << param.expectedTensor.shape;
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result << "_=" << param.testcaseName;
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} else {
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result << "_eShape=" << param.expectedTensor.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 GatherElementsParams& params) {
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std::shared_ptr<Function> function;
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const auto data = std::make_shared<op::v0::Parameter>(params.dataTensor.type,
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PartialShape{params.dataTensor.shape});
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const auto indices = std::make_shared<op::v0::Parameter>(params.indicesTensor.type,
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PartialShape{params.indicesTensor.shape});
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const auto gatherElement = std::make_shared<op::v6::GatherElements>(data, indices, params.axis);
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function = std::make_shared<ov::Function>(NodeVector {gatherElement}, ParameterVector {data, indices});
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return function;
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}
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};
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class ReferenceGatherElementsTestNegative : public ReferenceGatherElementsTest {
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};
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TEST_P(ReferenceGatherElementsTest, CompareWithRefs) {
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Exec();
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}
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TEST_P(ReferenceGatherElementsTestNegative, CompareWithRefs) {
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try {
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Exec();
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} catch (const std::domain_error& error) {
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ASSERT_EQ(error.what(), std::string("indices values of GatherElement exceed data size"));
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} catch (...) {
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FAIL() << "Evaluate out ouf bound indices check failed";
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}
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}
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template <element::Type_t IN_ET>
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std::vector<GatherElementsParams> generateParams() {
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using T = typename element_type_traits<IN_ET>::value_type;
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std::vector<GatherElementsParams> params {
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GatherElementsParams(
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Tensor(IN_ET, {3}, std::vector<T>{1, 2, 3}),
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Tensor(element::i32, {7}, std::vector<int32_t>{1, 2, 0, 2, 0, 0, 2}),
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0,
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Tensor(IN_ET, {7}, std::vector<T>{2, 3, 1, 3, 1, 1, 3}),
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"evaluate_1D_gather_elements_3_indices_int32"),
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GatherElementsParams(
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Tensor(IN_ET, {2, 2}, std::vector<T>{1, 2, 3, 4}),
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Tensor(element::i32, {2, 2}, std::vector<int32_t>{0, 1, 0, 0}),
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0,
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Tensor(IN_ET, {2, 2}, std::vector<T>{1, 4, 1, 2}),
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"evaluate_2D_gather_elements_2x2_indices_int32_axis_0"),
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GatherElementsParams(
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Tensor(IN_ET, {2, 2}, std::vector<T>{1, 2, 3, 4}),
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Tensor(element::i32, {2, 2}, std::vector<int32_t>{0, 1, 0, 0}),
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1,
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Tensor(IN_ET, {2, 2}, std::vector<T>{1, 2, 3, 3}),
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"evaluate_2D_gather_elements_2x2_indices_int32_axis_1"),
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GatherElementsParams(
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Tensor(IN_ET, {2, 2}, std::vector<T>{1, 2, 3, 4}),
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Tensor(element::i32, {2, 2}, std::vector<int32_t>{0, 1, 0, 0}),
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-1,
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Tensor(IN_ET, {2, 2}, std::vector<T>{1, 2, 3, 3}),
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"evaluate_2D_gather_elements_2x2_indices_int32_axis_minus_1"),
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GatherElementsParams(
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Tensor(IN_ET, {3, 3}, std::vector<T>{1, 2, 3, 4, 5, 6, 7, 8, 9}),
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Tensor(element::i32, {2, 3}, std::vector<int32_t>{1, 2, 0, 2, 0, 0}),
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0,
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Tensor(IN_ET, {2, 3}, std::vector<T>{4, 8, 3, 7, 2, 3}),
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"evaluate_2D_gather_elements_2x3_indices_int32"),
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GatherElementsParams(
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Tensor(IN_ET, {3, 2, 2}, std::vector<T>{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12}),
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Tensor(element::i32, {3, 2, 2}, std::vector<int32_t>{1, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 1}),
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-1,
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Tensor(IN_ET, {3, 2, 2}, std::vector<T>{2, 1, 3, 4, 6, 6, 8, 7, 9, 9, 12, 12}),
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"evaluate_3D_gather_elements_3x2x2_indices_int32"),
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GatherElementsParams(
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Tensor(IN_ET, {3, 2, 2, 2}, std::vector<T>{1, 2, 3, 4, 5, 6, 7, 8,
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9, 10, 11, 12, 13, 14, 15, 16,
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17, 18, 19, 20, 21, 22, 23, 24}),
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Tensor(element::i32, {3, 2, 2, 4}, std::vector<int32_t>{1, 0, 0, 0, 0, 1, 1, 0,
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1, 1, 1, 1, 1, 0, 0, 1,
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0, 0, 0, 1, 1, 1, 1, 0,
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0, 0, 0, 0, 1, 0, 1, 0,
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1, 1, 1, 1, 1, 0, 1, 0,
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1, 0, 0, 1, 0, 0, 0, 0}),
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-1,
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Tensor(IN_ET, {3, 2, 2, 4}, std::vector<T>{2, 1, 1, 1, 3, 4, 4, 3,
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6, 6, 6, 6, 8, 7, 7, 8,
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9, 9, 9, 10, 12, 12, 12, 11,
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13, 13, 13, 13, 16, 15, 16, 15,
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18, 18, 18, 18, 20, 19, 20, 19,
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22, 21, 21, 22, 23, 23, 23, 23}),
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"evaluate_4D_gather_elements_3x2x2x2_indices_int64"),
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GatherElementsParams(
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Tensor(IN_ET, {3, 2, 2}, std::vector<T>{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12}),
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Tensor(element::i32, {3, 2, 2}, std::vector<int32_t>{1, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 1}),
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-1,
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Tensor(IN_ET, {3, 2, 2}, std::vector<T>{2, 1, 3, 4, 6, 6, 8, 7, 9, 9, 12, 12}),
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"evaluate_3D_gather_elements_3x2x2_indices_int64"),
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GatherElementsParams(
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Tensor(IN_ET, {3, 3}, std::vector<T>{1, 2, 3, 4, 5, 6, 7, 8, 9}),
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Tensor(element::i32, {2, 3}, std::vector<int32_t>{1, 2, 0, 2, 0, 0}),
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0,
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Tensor(IN_ET, {2, 3}, std::vector<T>{4, 8, 3, 7, 2, 3}),
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"evaluate_2D_gather_elements_2x3_data_float32"),
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GatherElementsParams(
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Tensor(IN_ET, {2, 2, 1}, std::vector<T>{5, 4, 1, 4}),
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Tensor(element::i32, {4, 2, 1}, std::vector<int32_t>{0, 0, 1, 1, 1, 1, 0, 1}),
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0,
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Tensor(IN_ET, {4, 2, 1}, std::vector<T>{5, 4, 1, 4, 1, 4, 5, 4}),
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"evaluate_2D_gather_elements_2x2x1_data_float32"),
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};
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return params;
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}
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template <>
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std::vector<GatherElementsParams> generateParams<element::Type_t::boolean>() {
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std::vector<GatherElementsParams> params {
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GatherElementsParams(
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Tensor(element::boolean, {3, 2}, std::vector<char>{true, false, true, true, false, false}),
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Tensor(element::i32, {2, 2}, std::vector<int32_t>{0, 1, 0, 2}),
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0,
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Tensor(element::boolean, {2, 2}, std::vector<char>{true, true, true, false}),
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"evaluate_2D_gather_elements_3x2_data_bool"),
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};
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return params;
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}
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std::vector<GatherElementsParams> generateParamsNegative() {
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std::vector<GatherElementsParams> params {
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GatherElementsParams(
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Tensor(element::i32, {3}, std::vector<int32_t>{1, 2, 3}),
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Tensor(element::i32, {7}, std::vector<int32_t>{1, 2, 0, 2, 0, 0, 8}),
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0,
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Tensor(element::i32, {7}, std::vector<int32_t>{2, 3, 1, 3, 1, 1, 3}),
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"evaluate_1D_gather_elements_negative_test"),
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GatherElementsParams(
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Tensor(element::i32, {3, 3}, std::vector<int32_t>{1, 2, 3, 4, 5, 6, 7, 8, 9}),
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Tensor(element::i32, {2, 3}, std::vector<int32_t>{1, 3, 0, 2, 0, 0}),
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0,
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Tensor(element::i32, {2, 3}, std::vector<int32_t>{4, 8, 3, 7, 2, 3}),
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"evaluate_2D_gather_elements_negative_test"),
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};
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return params;
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}
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std::vector<GatherElementsParams> generateCombinedParams() {
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const std::vector<std::vector<GatherElementsParams>> generatedParams {
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generateParams<element::Type_t::boolean>(),
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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<GatherElementsParams> 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_GatherElements_With_Hardcoded_Refs, ReferenceGatherElementsTest,
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testing::ValuesIn(generateCombinedParams()), ReferenceGatherElementsTest::getTestCaseName);
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INSTANTIATE_TEST_SUITE_P(smoke_GatherElements_With_Hardcoded_Refs, ReferenceGatherElementsTestNegative,
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testing::ValuesIn(generateParamsNegative()), ReferenceGatherElementsTest::getTestCaseName);
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} // namespace
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208
docs/template_plugin/tests/functional/op_reference/gather_nd.cpp
Normal file
208
docs/template_plugin/tests/functional/op_reference/gather_nd.cpp
Normal file
@@ -0,0 +1,208 @@
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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/gather_nd.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 GatherNDParams {
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GatherNDParams(
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const Tensor& dataTensor, const Tensor& indicesTensor, int64_t batchDims,
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const Tensor& expectedTensor, const std::string& testcaseName = "") :
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dataTensor(dataTensor), indicesTensor(indicesTensor), batchDims(batchDims),
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expectedTensor(expectedTensor), testcaseName(testcaseName) {}
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Tensor dataTensor;
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Tensor indicesTensor;
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int32_t batchDims;
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Tensor expectedTensor;
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std::string testcaseName;
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};
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class ReferenceGatherNDTest : public testing::TestWithParam<GatherNDParams>, 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.dataTensor.data, params.indicesTensor.data};
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refOutData = {params.expectedTensor.data};
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}
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static std::string getTestCaseName(const testing::TestParamInfo<GatherNDParams>& obj) {
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auto param = obj.param;
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std::ostringstream result;
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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.indicesTensor.type;
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result << "_aShape=" << param.indicesTensor.shape;
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result << "_bDims=" << param.batchDims;
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result << "_eType=" << param.expectedTensor.type;
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if (param.testcaseName != "") {
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result << "_eShape=" << param.expectedTensor.shape;
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result << "_=" << param.testcaseName;
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} else {
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result << "_eShape=" << param.expectedTensor.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 GatherNDParams& params) {
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std::shared_ptr<Function> function;
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const auto data = std::make_shared<op::v0::Parameter>(params.dataTensor.type,
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PartialShape{params.dataTensor.shape});
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const auto indices = std::make_shared<op::v0::Parameter>(params.indicesTensor.type,
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PartialShape{params.indicesTensor.shape});
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std::shared_ptr<op::v5::GatherND> gatherElement;
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if (params.batchDims == 0) {
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gatherElement = std::make_shared<op::v5::GatherND>(data, indices);
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} else {
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gatherElement = std::make_shared<op::v5::GatherND>(data, indices, params.batchDims);
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}
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function = std::make_shared<ov::Function>(NodeVector {gatherElement}, ParameterVector {data, indices});
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return function;
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}
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};
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TEST_P(ReferenceGatherNDTest, 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<GatherNDParams> generateParams() {
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using T = typename element_type_traits<IN_ET>::value_type;
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std::vector<GatherNDParams> params {
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GatherNDParams(
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Tensor(IN_ET, {3, 3}, std::vector<T>{10, 11, 12, 13, 14, 15, 16, 17, 18}),
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Tensor(element::i32, {2}, std::vector<int32_t>{1, 2}),
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0,
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Tensor(IN_ET, {}, std::vector<T>{15}),
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"gather_nd_single_indices"),
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GatherNDParams(
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Tensor(IN_ET, {2, 2}, std::vector<T>{10, 11, 12, 13}),
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Tensor(element::i32, {2, 2}, std::vector<int32_t>{0, 0, 1, 1}),
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0,
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Tensor(IN_ET, {2}, std::vector<T>{10, 13}),
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"gather_nd_scalar_from_2d"),
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GatherNDParams(
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Tensor(IN_ET, {2, 2}, std::vector<T>{10, 11, 12, 13}),
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Tensor(element::i32, {2, 1}, std::vector<int32_t>{1, 0}),
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0,
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Tensor(IN_ET, {2, 2}, std::vector<T>{12, 13, 10, 11}),
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"gather_nd_1d_from_2d"),
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GatherNDParams(
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Tensor(IN_ET, {2, 2, 2}, std::vector<T>{10, 11, 12, 13, 20, 21, 22, 23}),
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Tensor(element::i32, {2, 3}, std::vector<int32_t>{0, 0, 1, 1, 0, 1}),
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0,
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Tensor(IN_ET, {2}, std::vector<T>{11, 21}),
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"gather_nd_scalar_from_3d"),
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GatherNDParams(
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Tensor(IN_ET, {2, 2, 2}, std::vector<T>{10, 11, 12, 13, 20, 21, 22, 23}),
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Tensor(element::i32, {2, 2}, std::vector<int32_t>{0, 1, 1, 0}),
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0,
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Tensor(IN_ET, {2, 2}, std::vector<T>{12, 13, 20, 21}),
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"gather_nd_1d_from_3d"),
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GatherNDParams(
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Tensor(IN_ET, {2, 2, 2}, std::vector<T>{10, 11, 12, 13, 20, 21, 22, 23}),
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Tensor(element::i32, {1, 1}, std::vector<int32_t>{1}),
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0,
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Tensor(IN_ET, {1, 2, 2}, std::vector<T>{20, 21, 22, 23}),
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"gather_nd_2d_from_3d"),
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GatherNDParams(
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Tensor(IN_ET, {2, 2}, std::vector<T>{10, 11, 12, 13}),
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Tensor(element::i32, {2, 1, 2}, std::vector<int32_t>{0, 0, 0, 1}),
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0,
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Tensor(IN_ET, {2, 1}, std::vector<T>{10, 11}),
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"gather_nd_batch_scalar_from_2d"),
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GatherNDParams(
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Tensor(IN_ET, {2, 2}, std::vector<T>{10, 11, 12, 13}),
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Tensor(element::i32, {2, 1, 1}, std::vector<int32_t>{1, 0}),
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0,
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Tensor(IN_ET, {2, 1, 2}, std::vector<T>{12, 13, 10, 11}),
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"gather_nd_batch_1d_from_2d"),
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GatherNDParams(
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Tensor(IN_ET, {2, 2, 2}, std::vector<T>{10, 11, 12, 13, 20, 21, 22, 23}),
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Tensor(element::i32, {2, 2, 3}, std::vector<int32_t>{0, 0, 1, 1, 0, 1, 0, 1, 1, 1, 1, 0}),
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0,
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Tensor(IN_ET, {2, 2}, std::vector<T>{11, 21, 13, 22}),
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"gather_nd_batch_scalar_from_3d"),
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GatherNDParams(
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Tensor(IN_ET, {2, 2, 2}, std::vector<T>{10, 11, 12, 13, 20, 21, 22, 23}),
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Tensor(element::i32, {2, 2, 2}, std::vector<int32_t>{0, 1, 1, 0, 0, 0, 1, 1}),
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0,
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Tensor(IN_ET, {2, 2, 2}, std::vector<T>{12, 13, 20, 21, 10, 11, 22, 23}),
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"gather_nd_batch_1d_from_3d"),
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GatherNDParams(
|
||||
Tensor(IN_ET, {2, 2, 2}, std::vector<T>{10, 11, 12, 13, 20, 21, 22, 23}),
|
||||
Tensor(element::i32, {2, 2, 2}, std::vector<int32_t>{0, -1, -1, 0, 0, 0, 1, 1}),
|
||||
0,
|
||||
Tensor(IN_ET, {2, 2, 2}, std::vector<T>{12, 13, 20, 21, 10, 11, 22, 23}),
|
||||
"gather_nd_batch_1d_from_3d_negative"),
|
||||
GatherNDParams(
|
||||
Tensor(IN_ET, {2, 2, 2}, std::vector<T>{10, 11, 12, 13, 20, 21, 22, 23}),
|
||||
Tensor(element::i32, {2, 1, 1}, std::vector<int32_t>{1, 0}),
|
||||
0,
|
||||
Tensor(IN_ET, {2, 1, 2, 2}, std::vector<T>{20, 21, 22, 23, 10, 11, 12, 13}),
|
||||
"gather_nd_batch_2d_from_3d"),
|
||||
GatherNDParams(
|
||||
Tensor(IN_ET, {2, 3, 4}, 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}),
|
||||
Tensor(element::i32, {2, 1}, std::vector<int32_t>{1, 0}),
|
||||
1,
|
||||
Tensor(IN_ET, {2, 4}, std::vector<T>{5, 6, 7, 8, 13, 14, 15, 16}),
|
||||
"gather_nd_batch_dims1"),
|
||||
GatherNDParams(
|
||||
Tensor(IN_ET, {2, 3, 4, 2}, 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}),
|
||||
Tensor(element::i32, {2, 3, 3, 2}, std::vector<int32_t>{
|
||||
1, 0, 3, 1, 2, 1, 0, 1, 1, 1, 2, 0, 3, 0, 3, 1, 2, 1,
|
||||
2, 0, 1, 1, 3, 1, 1, 1, 2, 0, 2, 0, 0, 0, 3, 1, 3, 1}),
|
||||
2,
|
||||
Tensor(IN_ET, {6, 3}, std::vector<T>{
|
||||
3, 8, 6, 10, 12, 13, 23, 24, 22, 29, 28, 32, 36, 37, 37, 41, 48, 48}),
|
||||
"gather_nd_batch_dims2"),
|
||||
GatherNDParams(
|
||||
Tensor(IN_ET, {2, 3, 4}, 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}),
|
||||
Tensor(element::i32, {2, 3, 1, 1}, std::vector<int32_t>{1, 0, 2, 0, 2, 2}),
|
||||
2,
|
||||
Tensor(IN_ET, {6, 1}, std::vector<T>{2, 5, 11, 13, 19, 23}),
|
||||
"gather_nd_batch_dims2_lead_dims"),
|
||||
};
|
||||
return params;
|
||||
}
|
||||
|
||||
std::vector<GatherNDParams> generateCombinedParams() {
|
||||
const std::vector<std::vector<GatherNDParams>> 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<GatherNDParams> combinedParams;
|
||||
|
||||
for (const auto& params : generatedParams) {
|
||||
combinedParams.insert(combinedParams.end(), params.begin(), params.end());
|
||||
}
|
||||
return combinedParams;
|
||||
}
|
||||
|
||||
INSTANTIATE_TEST_SUITE_P(smoke_GatherND_With_Hardcoded_Refs, ReferenceGatherNDTest,
|
||||
testing::ValuesIn(generateCombinedParams()), ReferenceGatherNDTest::getTestCaseName);
|
||||
} // namespace
|
||||
@@ -57,6 +57,8 @@ std::vector<std::string> disabledTestPatterns() {
|
||||
R"(.*ReferenceProposalV4LayerTest.*f16.*)",
|
||||
// CVS-64101
|
||||
R"(.*ReferenceExperimentalGPLayerTest.*bf16.*)",
|
||||
// CVS-64105
|
||||
R"(.*ReferenceGatherElementsTestNegative.*)",
|
||||
};
|
||||
|
||||
#ifdef _WIN32
|
||||
|
||||
Reference in New Issue
Block a user