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Diffstat (limited to 'tests/validation/dynamic_fusion/gpu/cl/Softmax.cpp')
-rw-r--r-- | tests/validation/dynamic_fusion/gpu/cl/Softmax.cpp | 219 |
1 files changed, 219 insertions, 0 deletions
diff --git a/tests/validation/dynamic_fusion/gpu/cl/Softmax.cpp b/tests/validation/dynamic_fusion/gpu/cl/Softmax.cpp new file mode 100644 index 0000000000..8f5a1ed14a --- /dev/null +++ b/tests/validation/dynamic_fusion/gpu/cl/Softmax.cpp @@ -0,0 +1,219 @@ +/* + * 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. + */ + +#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/datasets/Datasets.h" +#include "tests/framework/Fixture.h" +#include "tests/framework/Macros.h" +#include "tests/validation/fixtures/dynamic_fusion/operators/SoftmaxFixture.h" +#include "tests/validation/Validation.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); + +using framework::dataset::make; + +/// TODO: COMPMID-6713 +/// Softmax is not implemented in CKW. Therefore, the tests are DISABLED. +/// Enable the tests when Softmax is implemented in CKW. + +TEST_SUITE(CL) +TEST_SUITE(DYNAMIC_FUSION) +TEST_SUITE(SOFTMAX) + +// *INDENT-OFF* +// clang-format off +DATA_TEST_CASE(Validate, framework::DatasetMode::DISABLED, + zip( + 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), + }), + 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), + }), + make("beta", { + 1.0, + 2.0, + 2.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + }), + 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 + }), + 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 context = GpuWorkloadContext{ &cl_compile_ctx }; + GpuWorkloadSketch sketch{ &context }; + + SoftmaxAttributes softmax_attr{}; + softmax_attr.axis(axis).beta(beta).is_log_softmax(false); + ITensorInfo* src_info = context.create_tensor_info(input_info); + ITensorInfo* dst_info = context.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::DISABLED, + combine( + datasets::SoftmaxLayerSmallShapes(), + make("DataType", DataType::F32), + make("Beta", { 1.0f, 2.0f }), + make("Axis", { 0 }), + make("is_log", {false, true}))) +{ + // Validate output + validate(CLAccessor(_target), _reference, tolerance_f32); +} + + +FIXTURE_DATA_TEST_CASE(RunLarge, DynamicFusionSoftmaxLayerFixture<float>, framework::DatasetMode::DISABLED, + combine( + datasets::SoftmaxLayerLargeShapes(), + make("DataType", DataType::F32), + make("Beta", { 1.0f, 2.0f }), + make("Axis", { 0 }), + make("is_log", {false, true}))) +{ + // Validate output + validate(CLAccessor(_target), _reference, tolerance_f32); +} + + +FIXTURE_DATA_TEST_CASE(Run4D, DynamicFusionSoftmaxLayerFixture<float>, framework::DatasetMode::DISABLED, + combine( + datasets::SoftmaxLayer4DShapes(), + make("DataType", DataType::F32), + make("Beta", { 1.0f, 2.0f }), + make("Axis", { 0 }), + 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::DISABLED, + combine( + datasets::SoftmaxLayerSmallShapes(), + make("DataType", DataType::F16), + make("Beta", { 1.0f, 2.0f }), + make("Axis", { 0 }), + make("is_log", {false, true}))) +{ + // Validate output + validate(CLAccessor(_target), _reference, tolerance_f16); +} + + +FIXTURE_DATA_TEST_CASE(RunLarge, DynamicFusionSoftmaxLayerFixture<half>, framework::DatasetMode::DISABLED, + combine( + datasets::SoftmaxLayerLargeShapes(), + make("DataType", DataType::F16), + make("Beta", { 1.0f, 2.0f }), + make("Axis", { 0 }), + make("is_log", {false, true}))) +{ + // Validate output + validate(CLAccessor(_target), _reference, tolerance_f16); +} + + +FIXTURE_DATA_TEST_CASE(Run4D, DynamicFusionSoftmaxLayerFixture<half>, framework::DatasetMode::DISABLED, + combine( + datasets::SoftmaxLayer4DShapes(), + make("DataType", DataType::F16), + make("Beta", { 1.0f, 2.0f }), + make("Axis", { 0 }), + 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 |