/* * Copyright (c) 2023-2024 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. */ // TODO: Fix testing of CKW Elementwise Binary (COMPMID-6530) #ifndef ACL_INTERNAL_TEST_CKW_IN_DF #include "arm_compute/dynamic_fusion/sketch/gpu/GpuWorkloadSketch.h" #include "arm_compute/dynamic_fusion/sketch/gpu/operators/GpuMul.h" #include "tests/CL/CLAccessor.h" #include "tests/datasets/DynamicFusionDataset.h" #include "tests/datasets/ShapeDatasets.h" #include "tests/framework/datasets/Datasets.h" #include "tests/framework/Fixture.h" #include "tests/framework/Macros.h" #include "tests/validation/fixtures/dynamic_fusion/operators/MulFixture.h" #include "tests/validation/Validation.h" namespace arm_compute { namespace test { namespace validation { /* Synced with tests/validation/CL/PixelwiseMultiplication.cpp from the standard interface. * * Difference | Why the difference * No integer tests | Not supported yet * No quantized tests | Not supported yet * No convert policy tests | Not needed as convert policy is ignored by floating types * No scale tests | Not supported yet * No rounding modes tests | Not supported yet * No in place tests | Not supported yet * No activation tests | Not needed in dynamic fusion interface * */ namespace { constexpr AbsoluteTolerance tolerance_f16( 0.0001f); /**< Tolerance value for comparing reference's output against implementation's output for DataType::F16 */ constexpr AbsoluteTolerance tolerance_f32( 0.0001f); /**< Tolerance value for comparing reference's output against implementation's output for DataType::F32 */ } // namespace TEST_SUITE(CL) TEST_SUITE(DYNAMIC_FUSION) TEST_SUITE(MUL) // *INDENT-OFF* // clang-format off DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip( framework::dataset::make("LhsInfo", { TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F16), TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), // Invalid data type combination TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), // Unsupported data type U8 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S8), // Unsupported data type S8 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S16), // Unsupported data type S16 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S32), // Unsupported data type S32 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8), // Unsupported data type QASYMM8 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8_SIGNED), // Unsupported data type QASYMM8_SIGNED TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), // Mismatching shapes TensorInfo(TensorShape(32U, 1U, 1U), 1, DataType::F32), // Broadcasting allowed for lhs TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), TensorInfo(TensorShape(15U, 23U, 3U), 1, DataType::F32), // Broadcast Y dimension is not allowed TensorInfo(TensorShape( 3U, 8U, 9U), 1, DataType::F32), // Broadcast Z dimension is not allowed TensorInfo(TensorShape(32U, 13U, 2U, 2), 1, DataType::F32), // Batching is allowed }), framework::dataset::make("RhsInfo",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F16), TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F16), TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S8), TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S16), TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S32), TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8), TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8_SIGNED), TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32), TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), TensorInfo(TensorShape(32U, 1U, 1U), 1, DataType::F32), // Broadcasting allowed for rhs TensorInfo(TensorShape(15U, 1U, 3U), 1, DataType::F32), TensorInfo(TensorShape( 3U, 8U, 1U), 1, DataType::F32), TensorInfo(TensorShape(32U, 13U, 2U, 2), 1, DataType::F32), })), framework::dataset::make("Expected", { true, true, false, false, false, false, false, false, false, false, true, true, false, false, true })), input1_info, input2_info, expected) { // Create a new workload sketch auto cl_compile_ctx = CLKernelLibrary::get().get_compile_context(); auto context = GpuWorkloadContext{ &cl_compile_ctx }; GpuWorkloadSketch sketch{ &context }; // Validate Elementwise Mul auto lhs_info = context.create_tensor_info(input1_info); auto rhs_info = context.create_tensor_info(input2_info); bool res = bool(GpuMul::validate_op(sketch, lhs_info, rhs_info)); ARM_COMPUTE_EXPECT(res == expected, framework::LogLevel::ERRORS); } // clang-format on // *INDENT-ON* template using DynamicFusionCLMulFixture = DynamicFusionMulOneOpValidationFixture; template using DynamicFusionCLMulBroadcastFixture = DynamicFusionMulBroadcastValidationFixture; template using DynamicFusionCLMulTwoOpsFixture = DynamicFusionMulTwoOpsValidationFixture; TEST_SUITE(F16) FIXTURE_DATA_TEST_CASE(RunSmallOneOp, DynamicFusionCLMulFixture, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", {DataType::F16})), framework::dataset::make("InPlace", {false}))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_f16); } FIXTURE_DATA_TEST_CASE(RunSmallBroadcastOneOp, DynamicFusionCLMulBroadcastFixture, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::TemporaryLimitedSmallShapesBroadcast(), framework::dataset::make("DataType", {DataType::F16})), framework::dataset::make("InPlace", {false}))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_f16); } FIXTURE_DATA_TEST_CASE(RunLargeBroadcastOneOp, DynamicFusionCLMulBroadcastFixture, framework::DatasetMode::NIGHTLY, combine(combine(datasets::TemporaryLimitedLargeShapesBroadcast(), framework::dataset::make("DataType", {DataType::F16})), framework::dataset::make("InPlace", {false}))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_f16); } TEST_SUITE_END() // F16 TEST_SUITE(F32) FIXTURE_DATA_TEST_CASE(RunSmallOneOp, DynamicFusionCLMulFixture, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", {DataType::F32})), framework::dataset::make("InPlace", {false}))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_f32); } FIXTURE_DATA_TEST_CASE(RunLargeOneOp, DynamicFusionCLMulFixture, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType", {DataType::F32})), framework::dataset::make("InPlace", {false}))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_f32); } FIXTURE_DATA_TEST_CASE(RunSmallBroadcastOneOp, DynamicFusionCLMulBroadcastFixture, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::TemporaryLimitedSmallShapesBroadcast(), framework::dataset::make("DataType", {DataType::F32})), framework::dataset::make("InPlace", {false}))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_f32); } FIXTURE_DATA_TEST_CASE(RunLargeBroadcastOneOp, DynamicFusionCLMulBroadcastFixture, framework::DatasetMode::NIGHTLY, combine(combine(datasets::TemporaryLimitedLargeShapesBroadcast(), framework::dataset::make("DataType", {DataType::F32})), framework::dataset::make("InPlace", {false}))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_f32); } FIXTURE_DATA_TEST_CASE(RunSmallTwoOps, DynamicFusionCLMulTwoOpsFixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::DynamicFusionElementwiseBinaryTwoOpsSmallShapes(), framework::dataset::make("DataType", {DataType::F32})), framework::dataset::make("InPlace", {false})), framework::dataset::make("FuseTwoOps", {true}))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_f32); } TEST_SUITE_END() // F32 TEST_SUITE_END() // MUL TEST_SUITE_END() // DYNAMIC_FUSION TEST_SUITE_END() // CL } // namespace validation } // namespace test } // namespace arm_compute #endif // ACL_INTERNAL_TEST_CKW_IN_DF