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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.cpp | |
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.cpp')
-rw-r--r-- | src/dynamic_fusion/sketch/gpu/components/cl/ClComponentActivation.cpp | 79 |
1 files changed, 79 insertions, 0 deletions
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<ITensorInfo> &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<ITensorInfo> &tensors, + const Attributes &attributes) + : IGpuKernelComponent{ id, properties, tensors }, + _component_writer{ std::make_unique<ClTemplateActivation>(id, tensors, attributes) } +{ +} + +const IGpuTemplateComponentWriter *ClComponentActivation::template_writer() const +{ + return _component_writer.get(); +} +} // namespace dynamic_fusion +} // namespace experimental +} // namespace arm_compute |