Create Einsum-7 (#8982)
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Steve Yoo
GitHub
182
docs/template_plugin/tests/functional/op_reference/einsum.cpp
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182
docs/template_plugin/tests/functional/op_reference/einsum.cpp
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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/opset7.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 EinsumParams {
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std::vector<Tensor> inputs;
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std::string equation;
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Tensor expectedResult;
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std::string testcaseName;
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};
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struct Builder : ParamsBuilder<EinsumParams> {
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REFERENCE_TESTS_ADD_SET_PARAM(Builder, inputs);
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REFERENCE_TESTS_ADD_SET_PARAM(Builder, equation);
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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 ReferenceEinsumTest : public testing::TestWithParam<EinsumParams>, 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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for (const auto& input_tensor : params.inputs) {
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inputData.push_back(input_tensor.data);
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}
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refOutData = {params.expectedResult.data};
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}
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static std::string getTestCaseName(const testing::TestParamInfo<EinsumParams>& obj) {
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auto param = obj.param;
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std::ostringstream result;
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result << "iType=" << param.inputs[0].type;
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result << "_iShape=" << param.inputs[0].shape;
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result << "_equation=" << param.equation;
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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 EinsumParams& params) {
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OutputVector output_vector;
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ParameterVector param_vector;
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for (const auto& input_tensor : params.inputs) {
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auto param = std::make_shared<opset1::Parameter>(input_tensor.type, input_tensor.shape);
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output_vector.push_back(param);
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param_vector.push_back(param);
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}
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const auto einsum = std::make_shared<opset7::Einsum>(output_vector, params.equation);
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const auto f = std::make_shared<Function>(OutputVector{einsum}, param_vector);
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return f;
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}
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};
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TEST_P(ReferenceEinsumTest, 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<EinsumParams> generateParams() {
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using T = typename element_type_traits<ET>::value_type;
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std::vector<EinsumParams> params {
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Builder {}
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.inputs({{ET, {1, 2}, std::vector<T>{1, 2}},
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{ET, {3, 4}, std::vector<T>{3, 4, 5, 6,
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7, 8, 9, 10,
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11, 12, 13, 14}}})
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.equation("ab,cd->abcd")
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.expectedResult({ET, {1, 2, 3, 4}, std::vector<T>{3, 4, 5, 6, 7, 8, 9, 10,
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11, 12, 13, 14, 6, 8, 10, 12,
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14, 16, 18, 20, 22, 24, 26, 28}})
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.testcaseName("einsum_no_reduction"),
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Builder {}
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.inputs({{ET, {1, 2, 3}, std::vector<T>{1, 2, 3, 4, 5, 6}}})
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.equation("ijk->kij")
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.expectedResult({ET, {3, 1, 2}, std::vector<T>{1, 4, 2, 5, 3, 6}})
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.testcaseName("einsum_transpose"),
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Builder {}
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.inputs({{ET, {2, 3}, std::vector<T>{1, 2, 3, 4, 5, 6}}})
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.equation("ab->a")
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.expectedResult({ET, {2}, std::vector<T>{6, 15}})
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.testcaseName("einsum_reduce"),
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Builder {}
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.inputs({{ET, {2, 3}, std::vector<T>{1, 2, 3, 4, 5, 6}},
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{ET, {3, 2}, std::vector<T>{1, 2, 3, 4, 5, 6}}})
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.equation("ab,bc->ac")
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.expectedResult({ET, {2, 2}, std::vector<T>{22, 28, 49, 64}})
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.testcaseName("einsum_matrix_multiplication"),
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Builder {}
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.inputs({{ET, {2, 4}, std::vector<T>{1, 3, 2, 7, 5, 6, 0, 1}},
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{ET, {4, 3, 1}, std::vector<T>{1, 2, 3, 4, 5, 6, 5, 7, 3, 7, 9, 1}},
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{ET, {4, 3}, std::vector<T>{4, 3, 1, 6, 4, 2, 2, 5, 3, 1, 9, 4}}})
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.equation("ab,bcd,bc->ca")
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.expectedResult({ET, {3, 2}, std::vector<T>{145, 171, 703, 231, 85, 91}})
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.testcaseName("einsum_multiple_multiplication"),
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Builder {}
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.inputs({{ET, {2, 2, 3}, std::vector<T>{1, 3, 2, 7, 5, 6, 3, 5, 2, 1, 0, 7}}})
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.equation("a...->...")
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.expectedResult({ET, {2, 3}, std::vector<T>{4, 8, 4, 8, 5, 13}})
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.testcaseName("einsum_ellipsis_one_input_reduction"),
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Builder {}
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.inputs({{ET, {2, 2, 3}, std::vector<T>{1, 3, 2, 7, 5, 6, 3, 5, 2, 1, 0, 7}}})
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.equation("a...->...a")
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.expectedResult({ET, {2, 3, 2}, std::vector<T>{1, 3, 3, 5, 2, 2, 7, 1, 5, 0, 6, 7}})
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.testcaseName("einsum_ellipsis_one_input_transpose"),
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Builder {}
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.inputs({{ET, {2, 2, 3}, std::vector<T>{1, 3, 2, 7, 5, 6, 3, 5, 2, 1, 0, 7}},
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{ET, {1}, std::vector<T>{2}}})
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.equation("ab...,...->ab...")
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.expectedResult({ET, {2, 2, 3}, std::vector<T>{2, 6, 4, 14, 10, 12, 6, 10, 4, 2, 0, 14}})
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.testcaseName("einsum_ellipsis_mul_by_1dscalar"),
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Builder {}
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.inputs({{ET, {1, 1, 4, 3}, std::vector<T>{1, 3, 2, 7, 5, 6, 3, 5, 2, 1, 0, 7}},
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{ET, {3, 4, 2, 1}, std::vector<T>{3, 1, 6, 2, 3, 10, 9, 8, 2, 9, 3, 2,
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4, 2, 3, 1, 9, 1, 11, 4, 7, 2, 3, 1}}})
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.equation("a...j,j...->a...")
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.expectedResult({ET, {1, 4, 2, 4}, std::vector<T>{27, 85, 37, 66, 30, 58, 50, 8,
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37, 123, 55, 83, 16, 48, 24, 30,
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29, 83, 43, 52, 20, 92, 44, 24,
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24, 96, 48, 30, 13, 67, 31, 15}})
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.testcaseName("einsum_ellipsis_complex_mul"),
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Builder {}
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.inputs({{ET, {1, 3, 3}, std::vector<T>{1, 2, 3, 4, 5, 6, 7, 8, 9}}})
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.equation("kii->ki")
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.expectedResult({ET, {1, 3}, std::vector<T>{1, 5, 9}})
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.testcaseName("einsum_diagonal"),
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Builder {}
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.inputs({{ET, {2, 3, 3, 2, 4}, std::vector<T>{4, 2, 5, 4, 5, 5, 1, 1, 3, 3, 1, 1, 2, 2, 4, 1, 3, 4,
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4, 5, 1, 3, 1, 3, 1, 4, 3, 5, 4, 4, 5, 4, 4, 5, 4, 2,
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2, 2, 3, 3, 1, 1, 4, 3, 4, 2, 2, 1, 1, 2, 3, 1, 1, 4,
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2, 3, 1, 3, 4, 2, 5, 5, 3, 4, 3, 4, 5, 4, 4, 5, 1, 3,
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4, 4, 5, 3, 1, 3, 2, 5, 3, 2, 5, 4, 4, 2, 4, 4, 1, 4,
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4, 5, 4, 4, 4, 2, 3, 3, 4, 2, 4, 2, 5, 1, 3, 2, 4, 3,
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5, 1, 2, 3, 1, 1, 2, 5, 1, 1, 2, 1, 4, 5, 3, 4, 1, 3,
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3, 1, 3, 2, 4, 5, 1, 1, 5, 4, 5, 2, 2, 3, 3, 1, 2, 4}},
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{ET, {3, 2, 1}, std::vector<T>{1, 4, 4, 5, 3, 3}}})
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.equation("abbac,bad->ad")
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.expectedResult({ET, {2, 1}, std::vector<T>{123, 129}})
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.testcaseName("einsum_diagonal_with_matmul"),
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};
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return params;
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}
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std::vector<EinsumParams> generateCombinedParams() {
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const std::vector<std::vector<EinsumParams>> generatedParams {
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generateParams<element::Type_t::i32>(),
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generateParams<element::Type_t::f32>(),
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};
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std::vector<EinsumParams> 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_Einsum_With_Hardcoded_Refs, ReferenceEinsumTest,
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testing::ValuesIn(generateCombinedParams()), ReferenceEinsumTest::getTestCaseName);
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} // namespace
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