From 32741725ac6e6c9658c51ed8585d314a1707ee8c Mon Sep 17 00:00:00 2001 From: Jakub Sujak Date: Fri, 25 Nov 2022 16:43:18 +0000 Subject: Add CLAMP operator to Dynamic Fusion interface Add the CLAMP activation function for GPU backend with generic activation Component and TemplateWriter modules. CLAMP is internally implemented as LU_BOUNDED_RELU activation function with the alpha and beta variables swapped. We do NOT consider in-place computation cases in this patch. * CLAMP operator for GPU backend. * Activation Component and TemplateWriter for CL backend. * TemplateWriter generates tiled kernel code. * Supported data types: F16, F32. * Validation tests for CLAMP operation. Resolves: COMPMID-5519 Change-Id: Ieb097d6b1e6a7ed2b882518e88314454efb402f6 Signed-off-by: Jakub Sujak Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8762 Comments-Addressed: Arm Jenkins Reviewed-by: Gunes Bayir Reviewed-by: SiCong Li Tested-by: Arm Jenkins Benchmark: Arm Jenkins --- .../gpu/components/cl/ClComponentActivation.cpp | 79 ++++++++++++++ .../gpu/components/cl/ClComponentActivation.h | 120 +++++++++++++++++++++ 2 files changed, 199 insertions(+) create mode 100644 src/dynamic_fusion/sketch/gpu/components/cl/ClComponentActivation.cpp create mode 100644 src/dynamic_fusion/sketch/gpu/components/cl/ClComponentActivation.h (limited to 'src/dynamic_fusion/sketch/gpu/components/cl') diff --git a/src/dynamic_fusion/sketch/gpu/components/cl/ClComponentActivation.cpp b/src/dynamic_fusion/sketch/gpu/components/cl/ClComponentActivation.cpp new file mode 100644 index 0000000000..6eaa45c25d --- /dev/null +++ b/src/dynamic_fusion/sketch/gpu/components/cl/ClComponentActivation.cpp @@ -0,0 +1,79 @@ +/* + * Copyright (c) 2022 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 "ClComponentActivation.h" + +#include "src/core/CL/CLValidate.h" +#include "src/dynamic_fusion/sketch/gpu/template_writer/cl/ClTemplateActivation.h" + +namespace arm_compute +{ +namespace experimental +{ +namespace dynamic_fusion +{ + +Status ClComponentActivation::validate(const Properties &properties, + const ArgumentPack &tensors, + const Attributes &attributes) +{ + ARM_COMPUTE_UNUSED(properties, attributes); + + const ITensorInfo *const src = tensors.get_const_tensor(TensorType::ACL_SRC); + const ITensorInfo *const dst = tensors.get_const_tensor(TensorType::ACL_DST); + + ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(src, dst); + + ARM_COMPUTE_RETURN_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(src, 1, DataType::F16, DataType::F32); + + ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(src, dst); + ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(src, dst); + ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_LAYOUT(src, dst); + + // All tensor infos are initialized + ARM_COMPUTE_RETURN_ERROR_ON(src->tensor_shape().total_size() == 0); + ARM_COMPUTE_RETURN_ERROR_ON(dst->tensor_shape().total_size() == 0); + + // Device requirements are met + ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(src); + ARM_COMPUTE_RETURN_ERROR_ON_F16_UNSUPPORTED(dst); + + return Status{}; +} + +ClComponentActivation::ClComponentActivation(ComponentId id, + const IGpuKernelComponent::Properties &properties, + const ArgumentPack &tensors, + const Attributes &attributes) + : IGpuKernelComponent{ id, properties, tensors }, + _component_writer{ std::make_unique(id, tensors, attributes) } +{ +} + +const IGpuTemplateComponentWriter *ClComponentActivation::template_writer() const +{ + return _component_writer.get(); +} +} // namespace dynamic_fusion +} // namespace experimental +} // namespace arm_compute diff --git a/src/dynamic_fusion/sketch/gpu/components/cl/ClComponentActivation.h b/src/dynamic_fusion/sketch/gpu/components/cl/ClComponentActivation.h new file mode 100644 index 0000000000..d1b849ec73 --- /dev/null +++ b/src/dynamic_fusion/sketch/gpu/components/cl/ClComponentActivation.h @@ -0,0 +1,120 @@ +/* + * Copyright (c) 2022 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 SRC_DYNAMIC_FUSION_SKETCH_GPU_COMPONENTS_CL_CLCOMPONENTACTIVATION +#define SRC_DYNAMIC_FUSION_SKETCH_GPU_COMPONENTS_CL_CLCOMPONENTACTIVATION + +#include "src/dynamic_fusion/sketch/gpu/components/IGpuKernelComponent.h" + +namespace arm_compute +{ +/** Forward declaration */ +class ITensorInfo; +namespace experimental +{ +namespace dynamic_fusion +{ +/** Forward declaration */ +template +class ArgumentPack; + +/** Forward declaration */ +class ClTemplateActivation; + +class ClComponentActivation final : public IGpuKernelComponent +{ +public: + /** Attributes are a set of backend-agnostic parameters that define what a component does */ + using Attributes = ActivationLayerInfo; + + /** Validate the component + * + * @param[in] properties Component properties @ref Properties + * @param[in, out] tensors Tensor arguments to the component + * @param[in] attributes Component attributes @ref Attributes + * + * @return Status Validation results + * + * Tensor argument names: + * - ACL_SRC: Input + * - ACL_DST: Output + * + * Tensor argument constness: + * - ACL_SRC: Const + * - ACL_DST: Const + * + * Valid data layouts: + * - All + * + * Valid data type configurations: + * |ACL_SRC |ACL_DST | + * |:--------------|:--------------| + * |F16 |F16 | + * |F32 |F32 | + */ + static Status validate( + const Properties &properties, + const ArgumentPack &tensors, + const Attributes &attributes); + + /** Constructor + * + * Similar to @ref ClComponentActivation::validate() + */ + ClComponentActivation( + ComponentId id, + const Properties &properties, + const ArgumentPack &tensors, + const Attributes &attributes); + + /** Destructor */ + ~ClComponentActivation() override = default; + + /** Prevent instances of this class from being copy constructed */ + ClComponentActivation(const ClComponentActivation &component) = delete; + + /** Prevent instances of this class from being copied */ + ClComponentActivation &operator=(const ClComponentActivation &component) = delete; + + /** Allow instances of this class to be move constructed */ + ClComponentActivation(ClComponentActivation &&component) = default; + + /** Allow instances of this class to be moved */ + ClComponentActivation &operator=(ClComponentActivation &&component) = default; + + /** Get template writer for the component */ + const IGpuTemplateComponentWriter *template_writer() const override; + + /** Get component type */ + GpuComponentType type() const override + { + return GpuComponentType::Simple; + } + +private: + std::unique_ptr _component_writer; +}; +} // namespace dynamic_fusion +} // namespace experimental +} // namespace arm_compute +#endif /* SRC_DYNAMIC_FUSION_SKETCH_GPU_COMPONENTS_CL_CLCOMPONENTACTIVATION */ -- cgit v1.2.1