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authorSiCong Li <sicong.li@arm.com>2022-08-29 18:25:51 +0100
committerSiCong Li <sicong.li@arm.com>2022-11-01 10:38:21 +0000
commitf44bbc5c697de841dce97c0f2fa39bae391a8174 (patch)
tree56468ef833726318e545043f4abcd16ad3775094 /src/dynamic_fusion/sketch/gpu/template_writer/IGpuTemplateComponentWriter.h
parent3394f3e3df7fd2d924c41822a8564493fc06473a (diff)
downloadComputeLibrary-f44bbc5c697de841dce97c0f2fa39bae391a8174.tar.gz
Rewrite dynamic fusion
The new version introduces the following major changes: * Change public interface to simplify and standardize the user experience - Use the term "Workload" uniformly - Simplify operator interface to be a set of static methods: validate_op(), create_op() * Separate the kernel writing into its own component (template_writer). This is to allow the co-development of GpuKernelWriter, and to allow easy replacement once GpuKernelWriter is mature. * Optimize the core fusion algorithm used by the component graph. The details can be found in GpuKernelComponentGraph::fuse() * Use Gpu instead of Cl prefixes for most of the Workload interfaces (except for runtime and kernel components, which have to be language specific) This allows the potential extension to other Gpu langauges in the future. * Refactor runtime memory interface so that auxiliary tensor handling is separate from the user tensor passing. This is because the former is less stable and may require extension in the future. * Hide source code object from the user as it is not required at the moment * Deprecate the old prototype entirely by disabling it in SCons build Resolves COMPMID-5510, COMPMID-5512, COMPMID-5513 Change-Id: If69d2362856f2de4503546b7b6cf48a525cf3079 Signed-off-by: SiCong Li <sicong.li@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8406 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-by: Jakub Sujak <jakub.sujak@arm.com> Reviewed-by: Viet-Hoa Do <viet-hoa.do@arm.com> Comments-Addressed: 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_TEMPLATE_WRITER_IGPUTEMPLATECOMPONENTWRITER
+#define SRC_DYNAMIC_FUSION_SKETCH_GPU_TEMPLATE_WRITER_IGPUTEMPLATECOMPONENTWRITER
+
+#include "arm_compute/core/CL/CLCompileContext.h"
+#include "arm_compute/core/ITensorInfo.h"
+#include "arm_compute/core/Window.h"
+#include "src/dynamic_fusion/sketch/ArgumentPack.h"
+#include "src/dynamic_fusion/sketch/gpu/components/Types.h"
+#include "src/dynamic_fusion/sketch/gpu/template_writer/GpuKernelVariableTable.h"
+
+namespace arm_compute
+{
+namespace experimental
+{
+namespace dynamic_fusion
+{
+/** Forward declaration */
+class GpuKernelComponentGroup;
+class GpuKernelVariableTable;
+
+/** An interface used by @ref ClTemplateWriter to write source code for a kernel component
+ */
+class IGpuTemplateComponentWriter
+{
+public:
+ using ComponentGroup = GpuKernelComponentGroup;
+
+public:
+ /** Constructor
+ *
+ * @param[in] id Component id
+ * @param[in] tensors Tensor arguments to the components
+ */
+ IGpuTemplateComponentWriter(ComponentId id, const ArgumentPack<ITensorInfo> tensors)
+ : _id{ id }, _tensors{ tensors }
+ {
+ }
+ /** Destructor */
+ virtual ~IGpuTemplateComponentWriter()
+ {
+ }
+ /** Generate kernel component name */
+ virtual std::string get_name() const = 0;
+ /** Generate kernel component code template
+ *
+ * @param[in] comp_group Component group of which the component is a part of
+ *
+ * @return std::string Component code
+ */
+ virtual std::string get_component_code(const ComponentGroup &comp_group) const = 0;
+ /** Declare all variables used by the component in the @p vtable
+ *
+ * @param[out] vtable Variable table
+ * @param[in] comp_group Component group of which the component is a part of
+ */
+ virtual void declare_variables(GpuKernelVariableTable &vtable, const ComponentGroup &comp_group) const = 0;
+ /** Generate the tag look-up table used to instantiate the component code.
+ *
+ * @param[in] vtable Variable table
+ * @param[in] comp_group Component group of which the component is a part of
+ *
+ * @return TagLUT Tag lookup table
+ */
+ virtual TagLUT get_tag_lut(const GpuKernelVariableTable &vtable, const ComponentGroup &comp_group) const = 0;
+ /** Generate additional macros used in the component */
+ virtual std::string get_additional_macros() const
+ {
+ return "";
+ }
+ /** Generate the build options used in the component
+ *
+ * @param[in] comp_group Component group of which the component is a part of
+ *
+ * @return CLBuildOptions Build options
+ */
+ virtual CLBuildOptions get_build_options(const ComponentGroup &comp_group) const
+ {
+ ARM_COMPUTE_UNUSED(comp_group);
+ return CLBuildOptions{};
+ }
+ /** Generate the component config id string used for tuning */
+ virtual std::string get_config_id() const
+ {
+ return "";
+ }
+ /** Generate the header list used in the component */
+ virtual std::set<std::string> get_headers_list() const
+ {
+ return std::set<std::string> {};
+ }
+ /** Generate the execution window for the component */
+ virtual Window get_window() const
+ {
+ return Window{};
+ }
+ /** Get tensor arguments */
+ ArgumentPack<ITensorInfo> tensors() const
+ {
+ return _tensors;
+ }
+ /** Get component id */
+ ComponentId id() const
+ {
+ return _id;
+ }
+
+private:
+ ComponentId _id{ -1 };
+ ArgumentPack<ITensorInfo> _tensors{};
+};
+} // namespace dynamic_fusion
+} // namespace experimental
+} // namespace arm_compute
+#endif /* SRC_DYNAMIC_FUSION_SKETCH_GPU_TEMPLATE_WRITER_IGPUTEMPLATECOMPONENTWRITER */