| /* |
| * 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<float> tolerance_f32(0.001f); /**< Tolerance value for comparing reference's output against implementation's output for fp32 data type */ |
| } // namespace |
| |
| template <typename T> |
| using CLScatterLayerFixture = ScatterValidationFixture<CLTensor, CLAccessor, CLScatter, T>; |
| |
| 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<float>, 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<float>, 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<float>, 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<float>, 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<float>, 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 |