From e93626222041917617cbe1ccccbb472b47a2358c Mon Sep 17 00:00:00 2001 From: Michalis Spyrou Date: Fri, 23 Nov 2018 17:41:37 +0000 Subject: COMPMID-1719 CL: Implement RSqrt, Exp Change-Id: I827b26239043a9e90d26c2583122648d2a45303a Reviewed-on: https://review.mlplatform.org/317 Reviewed-by: Georgios Pinitas Tested-by: Arm Jenkins --- tests/validation/CL/ExpLayer.cpp | 110 ++++++++++++++++ tests/validation/CL/RsqrtLayer.cpp | 110 ++++++++++++++++ .../validation/fixtures/ElementWiseUnaryFixture.h | 146 +++++++++++++++++++++ tests/validation/reference/ElementWiseUnary.cpp | 62 +++++++++ tests/validation/reference/ElementWiseUnary.h | 43 ++++++ 5 files changed, 471 insertions(+) create mode 100644 tests/validation/CL/ExpLayer.cpp create mode 100644 tests/validation/CL/RsqrtLayer.cpp create mode 100644 tests/validation/fixtures/ElementWiseUnaryFixture.h create mode 100644 tests/validation/reference/ElementWiseUnary.cpp create mode 100644 tests/validation/reference/ElementWiseUnary.h (limited to 'tests') diff --git a/tests/validation/CL/ExpLayer.cpp b/tests/validation/CL/ExpLayer.cpp new file mode 100644 index 0000000000..08d1f33a65 --- /dev/null +++ b/tests/validation/CL/ExpLayer.cpp @@ -0,0 +1,110 @@ +/* + * 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/Types.h" +#include "arm_compute/runtime/CL/functions/CLElementWiseUnaryLayer.h" +#include "arm_compute/runtime/Tensor.h" +#include "arm_compute/runtime/TensorAllocator.h" +#include "tests/CL/CLAccessor.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/ElementWiseUnaryFixture.h" + +namespace arm_compute +{ +namespace test +{ +namespace validation +{ +namespace +{ +RelativeTolerance tolerance_fp32(0.000001f); +RelativeTolerance tolerance_fp16(0.001f); +} // namespace +TEST_SUITE(CL) +TEST_SUITE(ExpLayer) + +DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(concat(datasets::SmallShapes(), datasets::LargeShapes()), framework::dataset::make("DataType", DataType::F32)), shape, data_type) +{ + // Create tensors + CLTensor src = create_tensor(shape, data_type); + CLTensor dst = create_tensor(shape, 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 + CLExpLayer exp_layer; + exp_layer.configure(&src, &dst); + + // Validate valid region + const ValidRegion valid_region = shape_to_valid_region(shape); + validate(src.info()->valid_region(), valid_region); + validate(dst.info()->valid_region(), valid_region); +} + +template +using CLExpLayerFixture = ExpValidationFixture; + +TEST_SUITE(Float) +TEST_SUITE(FP16) +FIXTURE_DATA_TEST_CASE(RunSmall, CLExpLayerFixture, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallShapes(), framework::dataset::make("DataType", + DataType::F16))) +{ + // Validate output + validate(CLAccessor(_target), _reference, tolerance_fp16); +} +FIXTURE_DATA_TEST_CASE(RunLarge, CLExpLayerFixture, framework::DatasetMode::NIGHTLY, combine(datasets::LargeShapes(), framework::dataset::make("DataType", + DataType::F16))) +{ + // Validate output + validate(CLAccessor(_target), _reference, tolerance_fp16); +} + +TEST_SUITE_END() // FP16 +TEST_SUITE(FP32) +FIXTURE_DATA_TEST_CASE(RunSmall, CLExpLayerFixture, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallShapes(), framework::dataset::make("DataType", + DataType::F32))) +{ + // Validate output + validate(CLAccessor(_target), _reference, tolerance_fp32); +} +FIXTURE_DATA_TEST_CASE(RunLarge, CLExpLayerFixture, framework::DatasetMode::NIGHTLY, combine(datasets::LargeShapes(), framework::dataset::make("DataType", + DataType::F32))) +{ + // Validate output + validate(CLAccessor(_target), _reference, tolerance_fp32); +} + +TEST_SUITE_END() // FP32 +TEST_SUITE_END() // Float + +TEST_SUITE_END() // ExpLayer +TEST_SUITE_END() // CL +} // namespace validation +} // namespace test +} // namespace arm_compute diff --git a/tests/validation/CL/RsqrtLayer.cpp b/tests/validation/CL/RsqrtLayer.cpp new file mode 100644 index 0000000000..ee9e9363b3 --- /dev/null +++ b/tests/validation/CL/RsqrtLayer.cpp @@ -0,0 +1,110 @@ +/* + * 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/Types.h" +#include "arm_compute/runtime/CL/functions/CLElementWiseUnaryLayer.h" +#include "arm_compute/runtime/Tensor.h" +#include "arm_compute/runtime/TensorAllocator.h" +#include "tests/CL/CLAccessor.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/ElementWiseUnaryFixture.h" + +namespace arm_compute +{ +namespace test +{ +namespace validation +{ +namespace +{ +RelativeTolerance tolerance_fp32(0.000001f); +RelativeTolerance tolerance_fp16(0.001f); +} // namespace +TEST_SUITE(CL) +TEST_SUITE(RsqrtLayer) + +DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(concat(datasets::SmallShapes(), datasets::LargeShapes()), framework::dataset::make("DataType", DataType::F32)), shape, data_type) +{ + // Create tensors + CLTensor src = create_tensor(shape, data_type); + CLTensor dst = create_tensor(shape, 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 + CLRsqrtLayer exp_layer; + exp_layer.configure(&src, &dst); + + // Validate valid region + const ValidRegion valid_region = shape_to_valid_region(shape); + validate(src.info()->valid_region(), valid_region); + validate(dst.info()->valid_region(), valid_region); +} + +template +using CLRsqrtLayerFixture = RsqrtValidationFixture; + +TEST_SUITE(Float) +TEST_SUITE(FP16) +FIXTURE_DATA_TEST_CASE(RunSmall, CLRsqrtLayerFixture, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallShapes(), framework::dataset::make("DataType", + DataType::F16))) +{ + // Validate output + validate(CLAccessor(_target), _reference, tolerance_fp16); +} +FIXTURE_DATA_TEST_CASE(RunLarge, CLRsqrtLayerFixture, framework::DatasetMode::NIGHTLY, combine(datasets::LargeShapes(), framework::dataset::make("DataType", + DataType::F16))) +{ + // Validate output + validate(CLAccessor(_target), _reference, tolerance_fp16); +} + +TEST_SUITE_END() // FP16 +TEST_SUITE(FP32) +FIXTURE_DATA_TEST_CASE(RunSmall, CLRsqrtLayerFixture, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallShapes(), framework::dataset::make("DataType", + DataType::F32))) +{ + // Validate output + validate(CLAccessor(_target), _reference, tolerance_fp32); +} +FIXTURE_DATA_TEST_CASE(RunLarge, CLRsqrtLayerFixture, framework::DatasetMode::NIGHTLY, combine(datasets::LargeShapes(), framework::dataset::make("DataType", + DataType::F32))) +{ + // Validate output + validate(CLAccessor(_target), _reference, tolerance_fp32); +} + +TEST_SUITE_END() // FP32 +TEST_SUITE_END() // Float + +TEST_SUITE_END() // RsqrtLayer +TEST_SUITE_END() // CL +} // namespace validation +} // namespace test +} // namespace arm_compute diff --git a/tests/validation/fixtures/ElementWiseUnaryFixture.h b/tests/validation/fixtures/ElementWiseUnaryFixture.h new file mode 100644 index 0000000000..f508bc1d34 --- /dev/null +++ b/tests/validation/fixtures/ElementWiseUnaryFixture.h @@ -0,0 +1,146 @@ +/* + * 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. + */ +#ifndef ARM_COMPUTE_TEST_ELEMENTWISE_UNARY_FIXTURE +#define ARM_COMPUTE_TEST_ELEMENTWISE_UNARY_FIXTURE + +#include "arm_compute/core/TensorShape.h" +#include "arm_compute/core/Types.h" +#include "tests/AssetsLibrary.h" +#include "tests/Globals.h" +#include "tests/IAccessor.h" +#include "tests/framework/Asserts.h" +#include "tests/framework/Fixture.h" +#include "tests/validation/reference/ElementWiseUnary.h" + +namespace arm_compute +{ +namespace test +{ +namespace validation +{ +template +class ElementWiseUnaryValidationFixture : public framework::Fixture +{ +public: + template + void setup(TensorShape shape, DataType data_type, ElementWiseUnary op) + { + _op = op; + _target = compute_target(shape, data_type); + _reference = compute_reference(shape, data_type); + } + +protected: + template + void fill(U &&tensor, int i) + { + switch(_op) + { + case ElementWiseUnary::EXP: + { + std::uniform_real_distribution<> distribution(-1.0f, 1.0f); + library->fill(tensor, distribution, i); + break; + } + case ElementWiseUnary::RSQRT: + { + std::uniform_real_distribution<> distribution(1.0f, 2.0f); + library->fill(tensor, distribution, i); + break; + } + default: + ARM_COMPUTE_ERROR("Not implemented"); + } + } + + TensorType compute_target(const TensorShape &shape, DataType data_type) + { + // Create tensors + TensorType src = create_tensor(shape, data_type); + TensorType dst = create_tensor(shape, data_type); + + // Create and configure function + FunctionType elwiseunary_layer; + + elwiseunary_layer.configure(&src, &dst); + + ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); + ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); + + // Allocate tensors + src.allocator()->allocate(); + dst.allocator()->allocate(); + ARM_COMPUTE_EXPECT(!src.info()->is_resizable(), framework::LogLevel::ERRORS); + ARM_COMPUTE_EXPECT(!dst.info()->is_resizable(), framework::LogLevel::ERRORS); + + // Fill tensors + fill(AccessorType(src), 0); + + // Compute function + elwiseunary_layer.run(); + + return dst; + } + + SimpleTensor compute_reference(const TensorShape &shape, DataType data_type) + { + // Create reference + SimpleTensor src{ shape, data_type }; + + // Fill reference + fill(src, 0); + + return reference::elementwise_unary(src, _op); + } + + TensorType _target{}; + SimpleTensor _reference{}; + ElementWiseUnary _op{}; +}; + +template +class RsqrtValidationFixture : public ElementWiseUnaryValidationFixture +{ +public: + template + void setup(const TensorShape &shape, DataType data_type) + { + ElementWiseUnaryValidationFixture::setup(shape, data_type, ElementWiseUnary::RSQRT); + } +}; + +template +class ExpValidationFixture : public ElementWiseUnaryValidationFixture +{ +public: + template + void setup(const TensorShape &shape, DataType data_type) + { + ElementWiseUnaryValidationFixture::setup(shape, data_type, ElementWiseUnary::EXP); + } +}; +} // namespace validation +} // namespace test +} // namespace arm_compute +#endif /* ARM_COMPUTE_TEST_ELEMENTWISE_UNARY_FIXTURE */ diff --git a/tests/validation/reference/ElementWiseUnary.cpp b/tests/validation/reference/ElementWiseUnary.cpp new file mode 100644 index 0000000000..ae7f256339 --- /dev/null +++ b/tests/validation/reference/ElementWiseUnary.cpp @@ -0,0 +1,62 @@ +/* + * 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 "ElementWiseUnary.h" + +namespace arm_compute +{ +namespace test +{ +namespace validation +{ +namespace reference +{ +template +SimpleTensor elementwise_unary(const SimpleTensor &src, ElementWiseUnary op) +{ + SimpleTensor dst(src.shape(), src.data_type()); + + for(int i = 0; i < src.num_elements(); ++i) + { + switch(op) + { + case ElementWiseUnary::RSQRT: + dst[i] = 1.f / std::sqrt(src[i]); + break; + case ElementWiseUnary::EXP: + dst[i] = std::exp(src[i]); + break; + default: + ARM_COMPUTE_ERROR("Not implemented"); + } + } + + return dst; +} + +template SimpleTensor elementwise_unary(const SimpleTensor &src, ElementWiseUnary op); +template SimpleTensor elementwise_unary(const SimpleTensor &src, ElementWiseUnary op); +} // namespace reference +} // namespace validation +} // namespace test +} // namespace arm_compute diff --git a/tests/validation/reference/ElementWiseUnary.h b/tests/validation/reference/ElementWiseUnary.h new file mode 100644 index 0000000000..9c6fe14e2b --- /dev/null +++ b/tests/validation/reference/ElementWiseUnary.h @@ -0,0 +1,43 @@ +/* + * 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. + */ +#ifndef __ARM_COMPUTE_TEST_ELEMENTWISE_UNARY_H__ +#define __ARM_COMPUTE_TEST_ELEMENTWISE_UNARY_H__ + +#include "tests/SimpleTensor.h" + +namespace arm_compute +{ +namespace test +{ +namespace validation +{ +namespace reference +{ +template +SimpleTensor elementwise_unary(const SimpleTensor &src, ElementWiseUnary op); +} // namespace reference +} // namespace validation +} // namespace test +} // namespace arm_compute +#endif /* __ARM_COMPUTE_TEST_ELEMENTWISE_UNARY_H__ */ -- cgit v1.2.1