From 5ba5e0938e68d4f90f5545a81066d56f022b376a Mon Sep 17 00:00:00 2001 From: Gian Marco Iodice Date: Thu, 6 Dec 2018 17:13:09 +0000 Subject: COMPMID-1774: Implement CLGEMMReshapeLHSMatrixKernel to reshape the LHS matrix of GEMM/GEMMLowp Change-Id: I8c5fd4c8bcdffda1522c83158981ed92baa045f4 Reviewed-on: https://review.mlplatform.org/364 Reviewed-by: Michele Di Giorgio Tested-by: Arm Jenkins --- tests/validation/CL/GEMMReshapeLHSMatrix.cpp | 335 +++++++++++++++++++++++++++ 1 file changed, 335 insertions(+) create mode 100644 tests/validation/CL/GEMMReshapeLHSMatrix.cpp (limited to 'tests/validation/CL/GEMMReshapeLHSMatrix.cpp') diff --git a/tests/validation/CL/GEMMReshapeLHSMatrix.cpp b/tests/validation/CL/GEMMReshapeLHSMatrix.cpp new file mode 100644 index 0000000000..ea6589df22 --- /dev/null +++ b/tests/validation/CL/GEMMReshapeLHSMatrix.cpp @@ -0,0 +1,335 @@ +/* + * Copyright (c) 2018 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/CL/kernels/CLGEMMReshapeLHSMatrixKernel.h" +#include "arm_compute/core/Types.h" +#include "arm_compute/core/utils/misc/ShapeCalculator.h" +#include "arm_compute/runtime/CL/CLTensor.h" +#include "arm_compute/runtime/CL/CLTensorAllocator.h" +#include "tests/CL/CLAccessor.h" +#include "tests/CL/Helper.h" +#include "tests/PaddingCalculator.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/GEMMReshapeLHSMatrixFixture.h" + +namespace arm_compute +{ +namespace test +{ +namespace validation +{ +namespace +{ +// *INDENT-OFF* +// clang-format off +/** Data types */ +const auto data_types = framework::dataset::make("DataType", { DataType::QASYMM8, DataType::F16, DataType::F32 }); + +/** Batch size values to test */ +const auto b_values = framework::dataset::make("batchsize", 1, 3); + +/** M0 values to test */ +const auto m0_values = framework::dataset::make("M0", 2, 9); + +/** K0 values to test */ +const auto k0_values = framework::dataset::make("K0", { 2, 4, 8, 16 }); + +/** V0 values to test */ +const auto v0_values = framework::dataset::make("V0", 1, 4); + +/** Interleave values to test */ +const auto i_values = framework::dataset::make("interleave", { true, false }); + +/** Transpose values to test */ +const auto t_values = framework::dataset::make("transpose", { false }); +} // namespace + +using namespace arm_compute::misc::shape_calculator; + +// Initialize the output tensor with zero and fill the border with zero +using CLGEMMReshapeLHSMatrix = CLSynthetizeFunctionInitOutputWithZeroAndWithZeroConstantBorder; + +template +using CLGEMMReshapeLHSMatrixFixture = GEMMReshapeLHSMatrixValidationFixture; + +// Fixture to use when the input has to be reinterpreted as 3D +template +using CLGEMMReshapeLHSMatrix3DFixture = GEMMReshapeLHSMatrixValidationFixture; + +TEST_SUITE(CL) +TEST_SUITE(GEMMReshapeLHSMatrix) + +DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(datasets::SmallGEMMReshape2DShapes(), + b_values), + data_types), + m0_values), + k0_values), + v0_values), + i_values), + t_values), +shape_in, b_value, data_type, m0_value, k0_value, v0_value, i_value, t_value) +{ + GEMMLHSMatrixInfo lhs_info; + lhs_info.m0 = m0_value; + lhs_info.k0 = k0_value; + lhs_info.v0 = v0_value; + lhs_info.interleave = i_value; + lhs_info.transpose = t_value; + + const TensorShape shape_src(shape_in[0], shape_in[1], b_value); + const TensorShape shape_dst = compute_lhs_reshaped_shape(TensorInfo(shape_src, 1, data_type), lhs_info, false); + + // Create tensors + CLTensor src = create_tensor(shape_src, data_type); + CLTensor dst = create_tensor(shape_dst, data_type); + + ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); + ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); + + // Create and configure function + CLGEMMReshapeLHSMatrixKernel reshape_lhs; + reshape_lhs.configure(&src, &dst, lhs_info, false); +} + +TEST_SUITE(S32) +FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMReshapeLHSMatrixFixture, framework::DatasetMode::ALL, + combine(combine(combine(combine(combine(combine(combine(datasets::SmallGEMMReshape2DShapes(), + b_values), + framework::dataset::make("DataType", DataType::S32)), + m0_values), + k0_values), + v0_values), + i_values), + t_values)) +{ + // Validate output + validate(CLAccessor(_target), _reference); +} + +FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMReshapeLHSMatrixFixture, framework::DatasetMode::NIGHTLY, + combine(combine(combine(combine(combine(combine(combine(datasets::LargeGEMMReshape2DShapes(), + b_values), + framework::dataset::make("DataType", DataType::S32)), + m0_values), + k0_values), + v0_values), + i_values), + t_values)) +{ + // Validate output + validate(CLAccessor(_target), _reference); +} +TEST_SUITE_END() // S32 + +TEST_SUITE(S16) +FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMReshapeLHSMatrixFixture, framework::DatasetMode::ALL, + combine(combine(combine(combine(combine(combine(combine(datasets::SmallGEMMReshape2DShapes(), + b_values), + framework::dataset::make("DataType", DataType::S16)), + m0_values), + k0_values), + v0_values), + i_values), + t_values)) +{ + // Validate output + validate(CLAccessor(_target), _reference); +} + +FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMReshapeLHSMatrixFixture, framework::DatasetMode::NIGHTLY, + combine(combine(combine(combine(combine(combine(combine(datasets::LargeGEMMReshape2DShapes(), + b_values), + framework::dataset::make("DataType", DataType::S16)), + m0_values), + k0_values), + v0_values), + i_values), + t_values)) +{ + // Validate output + validate(CLAccessor(_target), _reference); +} +TEST_SUITE_END() // S16 + +TEST_SUITE(S8) +FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMReshapeLHSMatrixFixture, framework::DatasetMode::ALL, + combine(combine(combine(combine(combine(combine(combine(datasets::SmallGEMMReshape2DShapes(), + b_values), + framework::dataset::make("DataType", DataType::S8)), + m0_values), + k0_values), + v0_values), + i_values), + t_values)) +{ + // Validate output + validate(CLAccessor(_target), _reference); +} + +FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMReshapeLHSMatrixFixture, framework::DatasetMode::NIGHTLY, + combine(combine(combine(combine(combine(combine(combine(datasets::LargeGEMMReshape2DShapes(), + b_values), + framework::dataset::make("DataType", DataType::S8)), + m0_values), + k0_values), + v0_values), + i_values), + t_values)) +{ + // Validate output + validate(CLAccessor(_target), _reference); +} +TEST_SUITE_END() // S8 + +TEST_SUITE(REINTERPRET_INPUT_AS_3D) +DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(datasets::SmallGEMMReshape3DShapes(), + b_values), + data_types), + m0_values), + k0_values), + v0_values), + i_values), + t_values), +shape_in, b_value, data_type, m0_value, k0_value, v0_value, i_value, t_value) +{ + GEMMLHSMatrixInfo lhs_info; + lhs_info.m0 = m0_value; + lhs_info.k0 = k0_value; + lhs_info.v0 = v0_value; + lhs_info.interleave = i_value; + lhs_info.transpose = t_value; + + const TensorShape shape_src(shape_in[0], shape_in[1], shape_in[2], b_value); + const TensorShape shape_dst = compute_lhs_reshaped_shape(TensorInfo(shape_src, 1, data_type), lhs_info, true); + + // Create tensors + CLTensor src = create_tensor(shape_src, data_type); + CLTensor dst = create_tensor(shape_dst, data_type); + + ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); + ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); + + // Create and configure function + CLGEMMReshapeLHSMatrixKernel reshape_lhs; + reshape_lhs.configure(&src, &dst, lhs_info, true); +} + +TEST_SUITE(S32) +FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMReshapeLHSMatrix3DFixture, framework::DatasetMode::ALL, + combine(combine(combine(combine(combine(combine(combine(datasets::SmallGEMMReshape3DShapes(), + b_values), + framework::dataset::make("DataType", DataType::S32)), + m0_values), + k0_values), + v0_values), + i_values), + t_values)) +{ + // Validate output + validate(CLAccessor(_target), _reference); +} + +FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMReshapeLHSMatrix3DFixture, framework::DatasetMode::NIGHTLY, + combine(combine(combine(combine(combine(combine(combine(datasets::LargeGEMMReshape3DShapes(), + b_values), + framework::dataset::make("DataType", DataType::S32)), + m0_values), + k0_values), + v0_values), + i_values), + t_values)) +{ + // Validate output + validate(CLAccessor(_target), _reference); +} +TEST_SUITE_END() // S32 + +TEST_SUITE(S16) +FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMReshapeLHSMatrix3DFixture, framework::DatasetMode::ALL, + combine(combine(combine(combine(combine(combine(combine(datasets::SmallGEMMReshape3DShapes(), + b_values), + framework::dataset::make("DataType", DataType::S16)), + m0_values), + k0_values), + v0_values), + i_values), + t_values)) +{ + // Validate output + validate(CLAccessor(_target), _reference); +} + +FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMReshapeLHSMatrix3DFixture, framework::DatasetMode::NIGHTLY, + combine(combine(combine(combine(combine(combine(combine(datasets::LargeGEMMReshape3DShapes(), + b_values), + framework::dataset::make("DataType", DataType::S16)), + m0_values), + k0_values), + v0_values), + i_values), + t_values)) +{ + // Validate output + validate(CLAccessor(_target), _reference); +} +TEST_SUITE_END() // S16 + +TEST_SUITE(S8) +FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMReshapeLHSMatrix3DFixture, framework::DatasetMode::ALL, + combine(combine(combine(combine(combine(combine(combine(datasets::SmallGEMMReshape3DShapes(), + b_values), + framework::dataset::make("DataType", DataType::S8)), + m0_values), + k0_values), + v0_values), + i_values), + t_values)) +{ + // Validate output + validate(CLAccessor(_target), _reference); +} + +FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMReshapeLHSMatrix3DFixture, framework::DatasetMode::NIGHTLY, + combine(combine(combine(combine(combine(combine(combine(datasets::LargeGEMMReshape3DShapes(), + b_values), + framework::dataset::make("DataType", DataType::S8)), + m0_values), + k0_values), + v0_values), + i_values), + t_values)) +{ + // Validate output + validate(CLAccessor(_target), _reference); +} +TEST_SUITE_END() // S8 +TEST_SUITE_END() // REINTERPRET_INPUT_AS_3D +TEST_SUITE_END() // GEMMReshapeLHSMatrix +TEST_SUITE_END() // CL +} // namespace validation +} // namespace test +} // namespace arm_compute \ No newline at end of file -- cgit v1.2.1