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authorRamy Elgammal <ramelg01@e129512.arm.com>2023-01-11 18:48:04 +0000
committerRamy Elgammal <ramy.elgammal@arm.com>2023-01-25 10:24:23 +0000
commit002e6530f6218b00a28aef9be8b21efb08cf3602 (patch)
treef3e2f9d064b985ffe283512825b34cdd59f29f50 /src/dynamic_fusion/sketch/gpu/components/cl/ClComponentLogits1DNorm.h
parentcc2877368d5e15d9ea89d31c84ec651fc0fffd13 (diff)
downloadComputeLibrary-002e6530f6218b00a28aef9be8b21efb08cf3602.tar.gz
Implement dynamic fusion softmax operator
- Return aux tensorInfo by get_aux_tensors() at runtime to init the aux tensor with the right size. - Keep softmax unfusable for this commit - Hence, added Tensor3D to template writer arguments declaration, for sake of keeping dynamic fusion softmax componenets' kernels matching their cl counterparts. Resolves: COMPMID-5523 Change-Id: I667f39545db925f667036ef448302c79a0330373 Signed-off-by: Ramy Elgammal <ramy.elgammal@arm.com> Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/c/VisualCompute/ComputeLibrary/+/483924 Tested-by: bsgcomp <bsgcomp@arm.com> Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Comments-Addressed: bsgcomp <bsgcomp@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8986 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Jakub Sujak <jakub.sujak@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
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+/*
+ * Copyright (c) 2023 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_CLCOMPONENTLOGITS1DNORM
+#define SRC_DYNAMIC_FUSION_SKETCH_GPU_COMPONENTS_CL_CLCOMPONENTLOGITS1DNORM
+
+#include "arm_compute/dynamic_fusion/sketch/attributes/SoftmaxAttributes.h"
+#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 ClTemplateLogits1DNorm;
+
+/** Component to calculate the final step of the Softmax Layer
+ * where each logit value is multiplied by the inverse of the sum of the logits.
+ *
+ * 1D example:
+ *
+ * (input) src: [x1 x2 ... xn], shape: (1 x d)
+ * (input) sum: [x1 + x2 + ... + xn], shape: (1 x 1)
+ * (output) dst: [x1/sum x2/sum ... xn/sum], shape: (1 x d)
+ *
+ * This component is used by the softmax operator to get the final result.
+*/
+class ClComponentLogits1DNorm final : public IGpuKernelComponent
+{
+public:
+ /** Attributes are a set of backend-agnostic parameters that define what a component does */
+ using Attributes = SoftmaxAttributes;
+
+ /** Validate the component
+ *
+ * @param[in] properties Component properties @ref Properties
+ * @param[in] tensors Tensor arguments to the component
+ * @param[in] attributes Component attributes @ref Attributes
+ *
+ * @return Status Validation results
+ *
+ * Tensor argument names:
+ * - ACL_SRC_0: Input
+ * - ACL_SRC_1: Input
+ * - ACL_DST_0: Output
+ *
+ * Tensor argument constness:
+ * - ACL_SRC_0: Const
+ * - ACL_SRC_1: Const
+ * - ACL_DST_0: Const
+ *
+ * Valid data layouts:
+ * - All
+ *
+ ** Valid data type configurations:
+ * |ACL_SRC_0 |ACL_SRC_1 |ACL_DST_0 |
+ * |:----------|:----------|:----------|
+ * |F16 | F16 | F16 |
+ * |F32 | F32 | F32 |
+ */
+ static Status validate(
+ const Properties &properties,
+ const ArgumentPack<ITensorInfo> &tensors,
+ const Attributes &attributes);
+
+ /** Constructor
+ *
+ * Similar to @ref ClComponentLogits1DNorm::validate()
+ */
+ ClComponentLogits1DNorm(ComponentId id,
+ const Properties &properties,
+ const ArgumentPack<ITensorInfo> &tensors,
+ const Attributes &attributes);
+
+ /** Destructor */
+ ~ClComponentLogits1DNorm() override;
+ /** Prevent instances of this class from being copy constructed */
+ ClComponentLogits1DNorm(const ClComponentLogits1DNorm &component) = delete;
+ /** Prevent instances of this class from being copied */
+ ClComponentLogits1DNorm &operator=(const ClComponentLogits1DNorm &component) = delete;
+ /** Allow instances of this class to be move constructed */
+ ClComponentLogits1DNorm(ClComponentLogits1DNorm &&component) = default;
+ /** Allow instances of this class to be moved */
+ ClComponentLogits1DNorm &operator=(ClComponentLogits1DNorm &&component) = default;
+ /** Get template writer for the component */
+ const IGpuTemplateComponentWriter *template_writer() const override;
+ /** Get component type */
+ GpuComponentType type() const override
+ {
+ return GpuComponentType::Unfusable;
+ }
+
+private:
+ std::unique_ptr<ClTemplateLogits1DNorm> _component_writer;
+};
+} // namespace dynamic_fusion
+} // namespace experimental
+} // namespace arm_compute
+
+#endif /* SRC_DYNAMIC_FUSION_SKETCH_GPU_COMPONENTS_CL_CLCOMPONENTLOGITS1DNORM */