You can not select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
199 lines
12 KiB
199 lines
12 KiB
/*
|
|
* Copyright (c) 2023 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 "arm_compute/dynamic_fusion/sketch/gpu/operators/GpuSoftmax.h"
|
|
|
|
#include "tests/CL/CLAccessor.h"
|
|
#include "tests/datasets/ShapeDatasets.h"
|
|
#include "tests/framework/Asserts.h"
|
|
#include "tests/framework/Fixture.h"
|
|
#include "tests/framework/Macros.h"
|
|
#include "tests/framework/datasets/Datasets.h"
|
|
#include "tests/validation/Validation.h"
|
|
#include "tests/validation/fixtures/dynamic_fusion/operators/SoftmaxFixture.h"
|
|
|
|
using namespace arm_compute::experimental::dynamic_fusion;
|
|
|
|
namespace arm_compute
|
|
{
|
|
namespace test
|
|
{
|
|
namespace validation
|
|
{
|
|
/** Tolerance for float operations */
|
|
RelativeTolerance<half> tolerance_f16(half(0.2));
|
|
RelativeTolerance<float> tolerance_f32(0.001f);
|
|
|
|
TEST_SUITE(CL)
|
|
TEST_SUITE(DYNAMIC_FUSION)
|
|
TEST_SUITE(SOFTMAX)
|
|
|
|
// *INDENT-OFF*
|
|
// clang-format off
|
|
DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(zip(
|
|
framework::dataset::make("InputInfo", { TensorInfo(TensorShape(27U, 13U), 1, DataType::F32), // Mismatching data types
|
|
TensorInfo(TensorShape(27U, 13U), 1, DataType::F32), // Mismatching shapes
|
|
TensorInfo(TensorShape(32U, 13U), 1, DataType::F32),
|
|
TensorInfo(TensorShape(32U, 13U), 1, DataType::F32),
|
|
TensorInfo(TensorShape(32U, 13U), 1, DataType::S32), // Unsupported data type
|
|
TensorInfo(TensorShape(32U, 13U), 1, DataType::F16),
|
|
TensorInfo(TensorShape(32U, 13U), 1, DataType::F32),
|
|
TensorInfo(TensorShape(32U, 13U), 1, DataType::F32),
|
|
TensorInfo(TensorShape(32U, 13U), 1, DataType::F32),
|
|
TensorInfo(TensorShape(32U, 13U), 1, DataType::F32),
|
|
|
|
}),
|
|
framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(27U, 13U), 1, DataType::F16),
|
|
TensorInfo(TensorShape(27U, 11U), 1, DataType::F32),
|
|
TensorInfo(TensorShape(32U, 13U), 1, DataType::F32),
|
|
TensorInfo(TensorShape(32U, 13U), 1, DataType::F32),
|
|
TensorInfo(TensorShape(32U, 13U), 1, DataType::F32),
|
|
TensorInfo(TensorShape(32U, 13U), 1, DataType::QASYMM16), // Unsupported data type
|
|
TensorInfo(TensorShape(32U, 13U), 1, DataType::F32),
|
|
TensorInfo(TensorShape(32U, 13U), 1, DataType::F32),
|
|
TensorInfo(TensorShape(32U, 13U), 1, DataType::F32),
|
|
TensorInfo(TensorShape(32U, 13U), 1, DataType::F32),
|
|
|
|
})),
|
|
framework::dataset::make("beta", { 1.0,
|
|
2.0,
|
|
2.0,
|
|
1.0,
|
|
1.0,
|
|
1.0,
|
|
1.0,
|
|
1.0,
|
|
1.0,
|
|
1.0,
|
|
})),
|
|
framework::dataset::make("axis", {
|
|
0,
|
|
0,
|
|
1, // Invalid as axis != 0
|
|
0,
|
|
0,
|
|
0,
|
|
-3, // Invalid as axis != 0
|
|
2, // Invalid as axis != 0
|
|
1, // Invalid as axis != 0
|
|
-1, // Invalid as axis != 0
|
|
})),
|
|
framework::dataset::make("Expected", { false, false, false, true, false, false, false, false, false, false})),
|
|
input_info, output_info, beta, axis, expected)
|
|
{
|
|
// Create a new workload sketch
|
|
CLCompileContext cl_compile_ctx = CLKernelLibrary::get().get_compile_context();
|
|
GpuWorkloadContext gpu_ctx = GpuWorkloadContext{ &cl_compile_ctx };
|
|
GpuWorkloadSketch sketch{ &gpu_ctx };
|
|
|
|
SoftmaxAttributes softmax_attr{};
|
|
softmax_attr.axis(axis).beta(beta).is_log_softmax(false);
|
|
TensorInfo src_info = sketch.create_tensor_info(input_info);
|
|
TensorInfo dst_info = sketch.create_tensor_info(output_info);
|
|
const bool res = static_cast<bool>(GpuSoftmax::validate_op(sketch, &src_info, &dst_info, softmax_attr));
|
|
ARM_COMPUTE_EXPECT(res == expected, framework::LogLevel::ERRORS);
|
|
}
|
|
|
|
template <typename T>
|
|
using DynamicFusionSoftmaxLayerFixture = DynamicFusionSoftmaxValidationFixture<CLTensor, CLAccessor, GpuSoftmax, T>;
|
|
|
|
TEST_SUITE(FLOAT)
|
|
TEST_SUITE(FP32)
|
|
|
|
FIXTURE_DATA_TEST_CASE(RunSmall, DynamicFusionSoftmaxLayerFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(combine(datasets::SoftmaxLayerSmallShapes(),
|
|
framework::dataset::make("DataType", DataType::F32)),
|
|
framework::dataset::make("Beta", { 1.0f, 2.0f })),
|
|
framework::dataset::make("Axis", { 0 })),
|
|
framework::dataset::make("is_log", {false, true})))
|
|
{
|
|
// Validate output
|
|
validate(CLAccessor(_target), _reference, tolerance_f32);
|
|
}
|
|
|
|
|
|
FIXTURE_DATA_TEST_CASE(RunLarge, DynamicFusionSoftmaxLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::SoftmaxLayerLargeShapes(),
|
|
framework::dataset::make("DataType", DataType::F32)),
|
|
framework::dataset::make("Beta", { 1.0f, 2.0f })),
|
|
framework::dataset::make("Axis", { 0 })),
|
|
framework::dataset::make("is_log", {false, true})))
|
|
{
|
|
// Validate output
|
|
validate(CLAccessor(_target), _reference, tolerance_f32);
|
|
}
|
|
|
|
|
|
FIXTURE_DATA_TEST_CASE(Run4D, DynamicFusionSoftmaxLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::SoftmaxLayer4DShapes(),
|
|
framework::dataset::make("DataType", DataType::F32)),
|
|
framework::dataset::make("Beta", { 1.0f, 2.0f })),
|
|
framework::dataset::make("Axis", { 0 })),
|
|
framework::dataset::make("is_log", {false, true})))
|
|
{
|
|
// Validate output
|
|
validate(CLAccessor(_target), _reference, tolerance_f32);
|
|
}
|
|
TEST_SUITE_END() // FP32
|
|
TEST_SUITE(FP16)
|
|
|
|
FIXTURE_DATA_TEST_CASE(RunSmall, DynamicFusionSoftmaxLayerFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(combine(datasets::SoftmaxLayerSmallShapes(),
|
|
framework::dataset::make("DataType", DataType::F16)),
|
|
framework::dataset::make("Beta", { 1.0f, 2.0f })),
|
|
framework::dataset::make("Axis", { 0 })),
|
|
framework::dataset::make("is_log", {false, true})))
|
|
{
|
|
// Validate output
|
|
validate(CLAccessor(_target), _reference, tolerance_f16);
|
|
}
|
|
|
|
|
|
FIXTURE_DATA_TEST_CASE(RunLarge, DynamicFusionSoftmaxLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::SoftmaxLayerLargeShapes(),
|
|
framework::dataset::make("DataType", DataType::F16)),
|
|
framework::dataset::make("Beta", { 1.0f, 2.0f })),
|
|
framework::dataset::make("Axis", { 0 })),
|
|
framework::dataset::make("is_log", {false, true})))
|
|
{
|
|
// Validate output
|
|
validate(CLAccessor(_target), _reference, tolerance_f16);
|
|
}
|
|
|
|
|
|
FIXTURE_DATA_TEST_CASE(Run4D, DynamicFusionSoftmaxLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::SoftmaxLayer4DShapes(),
|
|
framework::dataset::make("DataType", DataType::F16)),
|
|
framework::dataset::make("Beta", { 1.0f, 2.0f })),
|
|
framework::dataset::make("Axis", { 0 })),
|
|
framework::dataset::make("is_log", {false, true})))
|
|
{
|
|
// Validate output
|
|
validate(CLAccessor(_target), _reference, tolerance_f16);
|
|
}
|
|
TEST_SUITE_END() // FP16
|
|
TEST_SUITE_END() // FLOAT
|
|
|
|
TEST_SUITE_END() // SOFTMAX
|
|
TEST_SUITE_END() // DYNAMIC_FUSION
|
|
TEST_SUITE_END() // CL
|
|
|
|
} // namespace validation
|
|
} // namespace test
|
|
} // namespace arm_compute
|