/* * Copyright (c) 2018-2020 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/core/Types.h" #include "src/core/CL/kernels/CLWeightsReshapeKernel.h" #include "tests/CL/CLAccessor.h" #include "tests/CL/Helper.h" #include "tests/datasets/ShapeDatasets.h" #include "tests/framework/Asserts.h" #include "tests/framework/Macros.h" #include "tests/framework/datasets/Datasets.h" #include "tests/validation/Validation.h" #include "tests/validation/fixtures/WeightsReshapeFixture.h" namespace arm_compute { namespace test { namespace validation { TEST_SUITE(CL) TEST_SUITE(WeightsReshape) using CLWeightsReshape = CLSynthetizeFunction; /** Validate tests * * A series of validation tests on configurations which according to the API specification * the function should fail against. * * Checks performed in order: * - Mismachting data type: bias need to has same data type as input * - Mismachting data type: output need to has same data type as input * - Bias only supports FP32/FP16 * - num_groups != 1 is only supported for NCHW data layout * - Bias' shape need to match input's shape. */ DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(zip( framework::dataset::make("InputInfo", { TensorInfo(TensorShape(3U, 3U, 2U, 4U), 1, DataType::F32), // Mismatching data type TensorInfo(TensorShape(3U, 3U, 2U, 4U), 1, DataType::F32), // Mismatching data type TensorInfo(TensorShape(3U, 3U, 2U, 4U), 1, DataType::QASYMM8), // Bias only supports FP32/FP16 TensorInfo(TensorShape(3U, 3U, 2U, 4U), 1, DataType::F32, DataLayout::NHWC), // num_groups != 1 is only supported for NCHW data layout TensorInfo(TensorShape(3U, 3U, 2U, 4U, 4U), 1, DataType::F32), // Bias' shape need to match input's shape TensorInfo(TensorShape(3U, 3U, 2U, 4U, 4U), 1, DataType::F32), // Bias' shape need to match input's shape }), framework::dataset::make("BiasesInfo", { TensorInfo(TensorShape(4U), 1, DataType::F16), TensorInfo(TensorShape(4U), 1, DataType::F32), TensorInfo(TensorShape(4U), 1, DataType::QASYMM8), TensorInfo(TensorShape(4U), 1, DataType::F32), TensorInfo(TensorShape(4U, 3U), 1, DataType::F32), TensorInfo(TensorShape(3U, 4U), 1, DataType::F32), })), framework::dataset::make("OutputInfo", { TensorInfo(TensorShape(4U, 19U), 1, DataType::F32), TensorInfo(TensorShape(4U, 19U), 1, DataType::F16), TensorInfo(TensorShape(4U, 19U), 1, DataType::QASYMM8), TensorInfo(TensorShape(4U, 19U), 1, DataType::F32), TensorInfo(TensorShape(4U, 19U), 1, DataType::F32), TensorInfo(TensorShape(4U, 19U), 1, DataType::F32), })), framework::dataset::make("NumGroups", { 1, 1, 1, 2, 1, 2 })), framework::dataset::make("Expected", { false, false, false, false, false, false })), input_info, biases_info, output_info, num_groups, expected) { bool status = bool(CLWeightsReshape::validate(&input_info, &biases_info, &output_info, num_groups)); ARM_COMPUTE_EXPECT(status == expected, framework::LogLevel::ERRORS); } template using CLWeightsReshapeFixture = WeightsReshapeValidationFixture; TEST_SUITE(Float) FIXTURE_DATA_TEST_CASE(FP32, CLWeightsReshapeFixture, framework::DatasetMode::ALL, combine(combine(combine(framework::dataset::make("InputShape", { TensorShape(3U, 3U, 48U, 120U) }), framework::dataset::make("DataType", DataType::F32)), framework::dataset::make("HasBias", { true, false })), framework::dataset::make("NumGroups", { 1, 2 }))) { // Validate output validate(CLAccessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(FP16, CLWeightsReshapeFixture, framework::DatasetMode::ALL, combine(combine(combine(framework::dataset::make("InputShape", { TensorShape(13U, 13U, 96U, 240U) }), framework::dataset::make("DataType", DataType::F16)), framework::dataset::make("HasBias", { true, false })), framework::dataset::make("NumGroups", { 3, 4 }))) { // Validate output validate(CLAccessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(BFloat16, CLWeightsReshapeFixture, framework::DatasetMode::ALL, combine(combine(combine(framework::dataset::make("InputShape", { TensorShape(9U, 9U, 96U, 240U) }), framework::dataset::make("DataType", DataType::BFLOAT16)), framework::dataset::make("HasBias", { false })), framework::dataset::make("NumGroups", { 3, 4 }))) { // Validate output validate(CLAccessor(_target), _reference); } TEST_SUITE_END() TEST_SUITE(Quantized) FIXTURE_DATA_TEST_CASE(QASYMM8, CLWeightsReshapeFixture, framework::DatasetMode::ALL, combine(combine(combine(framework::dataset::make("InputShape", { TensorShape(5U, 5U, 48U, 120U) }), framework::dataset::make("DataType", DataType::QASYMM8)), framework::dataset::make("HasBias", { false })), framework::dataset::make("NumGroups", { 1, 2 }))) { // Validate output validate(CLAccessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(QASYMM8_SIGNED, CLWeightsReshapeFixture, framework::DatasetMode::ALL, combine(combine(combine(framework::dataset::make("InputShape", { TensorShape(5U, 5U, 48U, 120U) }), framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)), framework::dataset::make("HasBias", { false })), framework::dataset::make("NumGroups", { 1, 2 }))) { // Validate output validate(CLAccessor(_target), _reference); } TEST_SUITE_END() TEST_SUITE_END() TEST_SUITE_END() } // namespace validation } // namespace test } // namespace arm_compute