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author | Jakub Sujak <jakub.sujak@arm.com> | 2022-11-25 16:43:18 +0000 |
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committer | Jakub Sujak <jakub.sujak@arm.com> | 2022-12-13 09:58:36 +0000 |
commit | 32741725ac6e6c9658c51ed8585d314a1707ee8c (patch) | |
tree | a32c508ade253975a892387f7d5eba5e3f02e650 /src/dynamic_fusion/sketch/gpu/components/cl/ClComponentActivation.h | |
parent | 5945070e4d73962f6d1e0b9eff2ab7488ee5c787 (diff) | |
download | ComputeLibrary-32741725ac6e6c9658c51ed8585d314a1707ee8c.tar.gz |
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 <jakub.sujak@arm.com>
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8762
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Gunes Bayir <gunes.bayir@arm.com>
Reviewed-by: SiCong Li <sicong.li@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Benchmark: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'src/dynamic_fusion/sketch/gpu/components/cl/ClComponentActivation.h')
-rw-r--r-- | src/dynamic_fusion/sketch/gpu/components/cl/ClComponentActivation.h | 120 |
1 files changed, 120 insertions, 0 deletions
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 <typename T> +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<ITensorInfo> &tensors, + const Attributes &attributes); + + /** Constructor + * + * Similar to @ref ClComponentActivation::validate() + */ + ClComponentActivation( + ComponentId id, + const Properties &properties, + const ArgumentPack<ITensorInfo> &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<ClTemplateActivation> _component_writer; +}; +} // namespace dynamic_fusion +} // namespace experimental +} // namespace arm_compute +#endif /* SRC_DYNAMIC_FUSION_SKETCH_GPU_COMPONENTS_CL_CLCOMPONENTACTIVATION */ |