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authorJakub Sujak <jakub.sujak@arm.com>2022-11-25 16:43:18 +0000
committerJakub Sujak <jakub.sujak@arm.com>2022-12-13 09:58:36 +0000
commit32741725ac6e6c9658c51ed8585d314a1707ee8c (patch)
treea32c508ade253975a892387f7d5eba5e3f02e650 /src/dynamic_fusion/sketch/gpu/components/cl/ClComponentActivation.h
parent5945070e4d73962f6d1e0b9eff2ab7488ee5c787 (diff)
downloadComputeLibrary-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>
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+/*
+ * 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 */