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Diffstat (limited to 'src/core/experimental/dynamic_fusion/WorkloadImpl/OperatorGraphImpl.h')
| -rw-r--r-- | src/core/experimental/dynamic_fusion/WorkloadImpl/OperatorGraphImpl.h | 229 |
1 files changed, 229 insertions, 0 deletions
diff --git a/src/core/experimental/dynamic_fusion/WorkloadImpl/OperatorGraphImpl.h b/src/core/experimental/dynamic_fusion/WorkloadImpl/OperatorGraphImpl.h new file mode 100644 index 0000000000..c33e189797 --- /dev/null +++ b/src/core/experimental/dynamic_fusion/WorkloadImpl/OperatorGraphImpl.h @@ -0,0 +1,229 @@ +/* + * 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 ENABLE_EXPERIMENTAL_DYNAMIC_FUSION +#error "This experimental feature must be enabled with -DENABLE_EXPERIMENTAL_DYNAMIC_FUSION" +#endif /* ENABLE_EXPERIMENTAL_DYNAMIC_FUSION */ +#ifndef ARM_COMPUTE_EXPERIMENTAL_DYNAMICFUSION_OPERATORGRAPHIMPL +#define ARM_COMPUTE_EXPERIMENTAL_DYNAMICFUSION_OPERATORGRAPHIMPL + +#include "arm_compute/core/experimental/ClWorkload.h" +#include "src/core/experimental/dynamic_fusion/WorkloadImpl/ITensorDescPack.h" + +#include "support/Cast.h" +#include "support/DeepCopy.h" + +#include <map> +#include <tuple> +#include <type_traits> + +namespace arm_compute +{ +namespace experimental +{ +namespace dynamic_fusion +{ +enum class OperatorComplexity +{ + Complex = 0, + Simple +}; + +struct ClKernelGraph; +struct OpTensorContent +{ +public: + using Id = DependencyGraph::Id; + OpTensorContent() = default; + OpTensorContent(Id id) + : id{ id }, desc{} + { + } + OpTensorContent(Id id, ITensorInfo *desc) + : id{ id }, desc{ desc } + { + } + ~OpTensorContent() = default; + OpTensorContent(const OpTensorContent &) = default; + OpTensorContent &operator=(const OpTensorContent &) = default; + OpTensorContent(OpTensorContent &&) = default; + OpTensorContent &operator=(OpTensorContent &&) = default; + bool operator==(const OpTensorContent &other) const + { + return desc == other.desc; + } + + const ITensorInfo *get_tensor_info() const + { + return desc; + } + ITensorInfo *get_tensor_info() + { + return desc; + } + + Id id{}; + ITensorInfo *desc{}; +}; + +struct OperatorContent +{ +public: + using Id = DependencyGraph::Id; + OperatorContent() = default; + OperatorContent(const OperatorGraph::Implementation *graph, Id id, const ITensorDescPack<OpTensorContent> &tensors) + : _graph{ graph }, _id{ id }, _tensors{ tensors } + { + } + OperatorContent(const OperatorContent &op) = default; + OperatorContent &operator=(const OperatorContent &op) = default; + OperatorContent(OperatorContent &&op) = default; + OperatorContent &operator=(OperatorContent &&op) = default; + virtual ~OperatorContent() = default; + virtual OperatorComplexity complexity() const = 0; + virtual bool operator==(const OperatorContent &other) const = 0; + virtual Status translate(ClKernelGraph &kernel_graph) const = 0; + +protected: + const OperatorGraph::Implementation *_graph {}; + Id _id{}; + ITensorDescPack<OpTensorContent> _tensors{}; +}; + +struct Conv2dContent : public OperatorContent +{ +public: + Conv2dContent() = default; + Conv2dContent(const OperatorGraph::Implementation *graph, Id id, const Conv2dDescriptor &desc, const ITensorDescPack<OpTensorContent> &tensors) + : OperatorContent(graph, id, tensors), desc(desc), forced_method(), forced_method_enabled(false) + { + } + // Temporary. Do not need to pass ConvolutionMethod + Conv2dContent(const OperatorGraph::Implementation *graph, Id id, const Conv2dDescriptor &desc, const ITensorDescPack<OpTensorContent> &tensors, ConvolutionMethod method) + : OperatorContent(graph, id, tensors), desc(desc), forced_method(method), forced_method_enabled(true) + { + } + ~Conv2dContent() = default; + Conv2dContent(const Conv2dContent &) = default; + Conv2dContent &operator=(const Conv2dContent &) = default; + Conv2dContent(Conv2dContent &&) = default; + Conv2dContent &operator=(Conv2dContent &&) = default; + bool operator==(const OperatorContent &other) const override; + OperatorComplexity complexity() const override + { + return OperatorComplexity::Complex; + } + void set_method(ConvolutionMethod method) + { + forced_method_enabled = true; + forced_method = method; + } + + Status translate(ClKernelGraph &kernel_graph) const override; + /** Replicate heuristics of @ref ClConv2d::get_convolution_method(), except that non-supported data types and data layouts are removed from the heuristics + * + * @param src + * @param weights + * @param dst + * @param conv2d_desc + * @param gpu_target + * @return ConvolutionMethod + */ + static ConvolutionMethod select_conv_method(const ITensorInfo *src, const ITensorInfo *weights, const ITensorInfo *dst, const Conv2dDescriptor &conv2d_desc, const GPUTarget gpu_target); + + Conv2dDescriptor desc{}; + ConvolutionMethod forced_method{ ConvolutionMethod::GEMM_CONV2D }; + bool forced_method_enabled{ false }; + +private: + Status translate_direct_conv2d(ClKernelGraph &kernel_graph) const; +}; + +class AddContent : public OperatorContent +{ +public: + AddContent() = default; + AddContent(const OperatorGraph::Implementation *graph, Id id, const AddDescriptor &desc, const ITensorDescPack<OpTensorContent> &tensors) + : OperatorContent(graph, id, tensors), desc(desc) + { + } + ~AddContent() = default; + AddContent(const AddContent &) = default; + AddContent &operator=(const AddContent &) = default; + AddContent(AddContent &&) = default; + AddContent &operator=(AddContent &&) = default; + bool operator==(const OperatorContent &other) const override; + OperatorComplexity complexity() const override + { + return OperatorComplexity::Simple; + } + Status translate(ClKernelGraph &kernel_graph) const override; + +private: + AddDescriptor desc{}; +}; + +struct OperatorGraph::Implementation +{ +public: + template <typename ContentT, typename... Args> + void add_node(Operator::Id id, Args &&... args) + { + operators[id] = utils::memory::make_deep_unique<OperatorContent, ContentT>(this, id, std::forward<Args>(args)...); + } + + template <typename... Args> + void add_tensor(OpTensor::Id id, Args &&... args) + { + tensors[id] = utils::memory::make_deep_unique<OpTensorContent, OpTensorContent>(id, std::forward<Args>(args)...); + } + + using Dependency = DependencyGraph; + using OperatorMap = std::map<Operator::Id, utils::memory::deep_unique_ptr<OperatorContent>>; + using OpTensorMap = std::map<OpTensor::Id, utils::memory::deep_unique_ptr<OpTensorContent>>; + + Implementation() = default; + ~Implementation() = default; + + friend bool operator==(const OperatorGraph::Implementation &graph0, const OperatorGraph::Implementation &graph1) + { + return graph0.graph == graph1.graph && graph0.operators == graph1.operators && graph0.tensors == graph1.tensors; + } + + Dependency graph{}; + OperatorMap operators{}; + OpTensorMap tensors{}; + Status status{}; +}; + +std::vector<const OperatorContent *> traverse(const OperatorGraph::Implementation &graph); + +std::vector<OperatorContent *> traverse(OperatorGraph::Implementation &graph); + +Status translate(ClKernelGraph &kernel_graph, const OperatorGraph::Implementation &op_graph); + +} // namespace dynamic_fusion +} // namespace experimental +} // namespace arm_compute + +#endif //ARM_COMPUTE_EXPERIMENTAL_DYNAMICFUSION_OPERATORGRAPHIMPL
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