/* * Copyright (c) 2024 Arm Limited. * * SPDX-License-Identifier: MIT * * Permission is hereby granted, free of charge, to any person obtaining a copy * of this software and associated documentation files (the "Software"), to * deal in the Software without restriction, including without limitation the * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or * sell copies of the Software, and to permit persons to whom the Software is * furnished to do so, subject to the following conditions: * * The above copyright notice and this permission notice shall be included in all * copies or substantial portions of the Software. * * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE * SOFTWARE. */ #include "arm_compute/runtime/CL/CLTensor.h" #include "arm_compute/runtime/CL/functions/CLScatter.h" #include "tests/validation/fixtures/ScatterLayerFixture.h" #include "tests/datasets/ScatterDataset.h" #include "tests/CL/CLAccessor.h" #include "arm_compute/function_info/ScatterInfo.h" #include "tests/framework/Asserts.h" #include "tests/framework/Macros.h" #include "tests/framework/datasets/Datasets.h" #include "tests/validation/Validation.h" namespace arm_compute { namespace test { namespace validation { namespace { RelativeTolerance tolerance_f32(0.001f); /**< Tolerance value for comparing reference's output against implementation's output for fp32 data type */ } // namespace template using CLScatterLayerFixture = ScatterValidationFixture; using framework::dataset::make; TEST_SUITE(CL) TEST_SUITE(Scatter) DATA_TEST_CASE(Validate, framework::DatasetMode::PRECOMMIT, zip( make("InputInfo", { TensorInfo(TensorShape(9U), 1, DataType::F32), // Mismatching data types TensorInfo(TensorShape(15U), 1, DataType::F32), // Valid TensorInfo(TensorShape(8U), 1, DataType::F32), TensorInfo(TensorShape(217U), 1, DataType::F32), // Mismatch input/output dims. TensorInfo(TensorShape(217U), 1, DataType::F32), // Updates dim higher than Input/Output dims. TensorInfo(TensorShape(12U), 1, DataType::F32), // Indices wrong datatype. TensorInfo(TensorShape(9U, 3U, 4U), 1, DataType::F32), // Number of updates != number of indices TensorInfo(TensorShape(17U, 3U, 3U, 2U), 1, DataType::F32), // index_len != (dst_dims - upt_dims + 1) TensorInfo(TensorShape(17U, 3U, 3U, 2U, 2U, 2U), 1, DataType::F32), // index_len > 5 }), make("UpdatesInfo",{TensorInfo(TensorShape(3U), 1, DataType::F16), TensorInfo(TensorShape(15U), 1, DataType::F32), TensorInfo(TensorShape(2U), 1, DataType::F32), TensorInfo(TensorShape(217U), 1, DataType::F32), TensorInfo(TensorShape(217U, 3U), 1, DataType::F32), TensorInfo(TensorShape(2U), 1, DataType::F32), TensorInfo(TensorShape(9U, 3U, 2U), 1, DataType::F32), TensorInfo(TensorShape(17U, 3U, 2U), 1, DataType::F32), TensorInfo(TensorShape(1U), 1, DataType::F32), }), make("IndicesInfo",{TensorInfo(TensorShape(1U, 3U), 1, DataType::S32), TensorInfo(TensorShape(1U, 15U), 1, DataType::S32), TensorInfo(TensorShape(1U, 2U), 1, DataType::S32), TensorInfo(TensorShape(1U, 271U), 1, DataType::S32), TensorInfo(TensorShape(1U, 271U), 1, DataType::S32), TensorInfo(TensorShape(1U, 2U), 1 , DataType::F32), TensorInfo(TensorShape(1U, 4U), 1, DataType::S32), TensorInfo(TensorShape(3U, 2U), 1, DataType::S32), TensorInfo(TensorShape(6U, 2U), 1, DataType::S32), }), make("OutputInfo",{TensorInfo(TensorShape(9U), 1, DataType::F16), TensorInfo(TensorShape(15U), 1, DataType::F32), TensorInfo(TensorShape(8U), 1, DataType::F32), TensorInfo(TensorShape(271U, 3U), 1, DataType::F32), TensorInfo(TensorShape(271U), 1, DataType::F32), TensorInfo(TensorShape(12U), 1, DataType::F32), TensorInfo(TensorShape(9U, 3U, 4U), 1, DataType::F32), TensorInfo(TensorShape(17U, 3U, 3U, 2U), 1, DataType::F32), TensorInfo(TensorShape(17U, 3U, 3U, 2U, 2U, 2U), 1, DataType::F32), }), make("ScatterInfo",{ ScatterInfo(ScatterFunction::Add, false), ScatterInfo(ScatterFunction::Max, false), ScatterInfo(ScatterFunction::Min, false), ScatterInfo(ScatterFunction::Add, false), ScatterInfo(ScatterFunction::Update, false), ScatterInfo(ScatterFunction::Sub, false), ScatterInfo(ScatterFunction::Sub, false), ScatterInfo(ScatterFunction::Update, false), ScatterInfo(ScatterFunction::Update, false), }), make("Expected", { false, true, true, false, false, false, false, false, false })), input_info, updates_info, indices_info, output_info, scatter_info, expected) { const Status status = CLScatter::validate(&input_info, &updates_info, &indices_info, &output_info, scatter_info); ARM_COMPUTE_EXPECT(bool(status) == expected, framework::LogLevel::ERRORS); } const auto allScatterFunctions = make("ScatterFunction", {ScatterFunction::Update, ScatterFunction::Add, ScatterFunction::Sub, ScatterFunction::Min, ScatterFunction::Max }); TEST_SUITE(Float) TEST_SUITE(FP32) FIXTURE_DATA_TEST_CASE(RunSmall, CLScatterLayerFixture, framework::DatasetMode::PRECOMMIT, combine(datasets::Small1DScatterDataset(), make("DataType", {DataType::F32}), allScatterFunctions, make("ZeroInit", {false}), make("Inplace", {false}))) { validate(CLAccessor(_target), _reference, tolerance_f32); } // With this test, src should be passed as nullptr. FIXTURE_DATA_TEST_CASE(RunSmallZeroInit, CLScatterLayerFixture, framework::DatasetMode::PRECOMMIT, combine(datasets::Small1DScatterDataset(), make("DataType", {DataType::F32}), make("ScatterFunction", {ScatterFunction::Add}), make("ZeroInit", {true}), make("Inplace", {false}))) { validate(CLAccessor(_target), _reference, tolerance_f32); } // Updates/src/dst have same no. dims. FIXTURE_DATA_TEST_CASE(RunSmallMultiDim, CLScatterLayerFixture, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallScatterMultiDimDataset(), make("DataType", {DataType::F32}), allScatterFunctions, make("ZeroInit", {false}), make("Inplace", {false}))) { validate(CLAccessor(_target), _reference, tolerance_f32); } // m+1-D to m+n-D cases FIXTURE_DATA_TEST_CASE(RunSmallMultiIndices, CLScatterLayerFixture, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallScatterMultiIndicesDataset(), make("DataType", {DataType::F32}), make("ScatterFunction", {ScatterFunction::Update, ScatterFunction::Add }), make("ZeroInit", {false}), make("Inplace", {false, true}))) { validate(CLAccessor(_target), _reference, tolerance_f32); } // m+k, k-1-D m+n-D case FIXTURE_DATA_TEST_CASE(RunSmallBatchedMultiIndices, CLScatterLayerFixture, framework::DatasetMode::DISABLED, combine(datasets::SmallScatterBatchedDataset(), make("DataType", {DataType::F32}), make("ScatterFunction", {ScatterFunction::Update, ScatterFunction::Add }), make("ZeroInit", {false}), make("Inplace", {false}))) { validate(CLAccessor(_target), _reference, tolerance_f32); } TEST_SUITE_END() // FP32 TEST_SUITE_END() // Float TEST_SUITE_END() // Scatter TEST_SUITE_END() // CL } // namespace validation } // namespace test } // namespace arm_compute