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* dnn: Add a Vulkan based backend This commit adds a new backend "DNN_BACKEND_VKCOM" and a new target "DNN_TARGET_VULKAN". VKCOM means vulkan based computation library. This backend uses Vulkan API and SPIR-V shaders to do the inference computation for layers. The layer types that implemented in DNN_BACKEND_VKCOM include: Conv, Concat, ReLU, LRN, PriorBox, Softmax, MaxPooling, AvePooling, Permute This is just a beginning work for Vulkan in OpenCV DNN, more layer types will be supported and performance tuning is on the way. Signed-off-by: Wu Zhiwen <zhiwen.wu@intel.com> * dnn/vulkan: Add FindVulkan.cmake to detect Vulkan SDK In order to build dnn with Vulkan support, need installing Vulkan SDK and setting environment variable "VULKAN_SDK" and add "-DWITH_VULKAN=ON" to cmake command. You can download Vulkan SDK from: https://vulkan.lunarg.com/sdk/home#linux For how to install, see https://vulkan.lunarg.com/doc/sdk/latest/linux/getting_started.html https://vulkan.lunarg.com/doc/sdk/latest/windows/getting_started.html https://vulkan.lunarg.com/doc/sdk/latest/mac/getting_started.html respectively for linux, windows and mac. To run the vulkan backend, also need installing mesa driver. On Ubuntu, use this command 'sudo apt-get install mesa-vulkan-drivers' To test, use command '$BUILD_DIR/bin/opencv_test_dnn --gtest_filter=*VkCom*' Signed-off-by: Wu Zhiwen <zhiwen.wu@intel.com> * dnn/Vulkan: dynamically load Vulkan runtime No compile-time dependency on Vulkan library. If Vulkan runtime is unavailable, fallback to CPU path. Use environment "OPENCL_VULKAN_RUNTIME" to specify path to your own vulkan runtime library. Signed-off-by: Wu Zhiwen <zhiwen.wu@intel.com> * dnn/Vulkan: Add a python script to compile GLSL shaders to SPIR-V shaders The SPIR-V shaders are in format of text-based 32-bit hexadecimal numbers, and inserted into .cpp files as unsigned int32 array. * dnn/Vulkan: Put Vulkan headers into 3rdparty directory and some other fixes Vulkan header files are copied from https://github.com/KhronosGroup/Vulkan-Docs/tree/master/include/vulkan to 3rdparty/include Fix the Copyright declaration issue. Refine OpenCVDetectVulkan.cmake * dnn/Vulkan: Add vulkan backend tests into existing ones. Also fixed some test failures. - Don't use bool variable as uniform for shader - Fix dispathed group number beyond max issue - Bypass "group > 1" convolution. This should be support in future. * dnn/Vulkan: Fix multiple initialization in one thread.
51 lines
1.4 KiB
C++
51 lines
1.4 KiB
C++
// This file is part of OpenCV project.
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// It is subject to the license terms in the LICENSE file found in the top-level directory
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// of this distribution and at http://opencv.org/license.html.
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//
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// Copyright (C) 2018, Intel Corporation, all rights reserved.
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// Third party copyrights are property of their respective owners.
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#ifndef OPENCV_DNN_VKCOM_OP_PERMUTE_HPP
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#define OPENCV_DNN_VKCOM_OP_PERMUTE_HPP
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#include "vkcom.hpp"
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#include "op_base.hpp"
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namespace cv { namespace dnn { namespace vkcom {
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#ifdef HAVE_VULKAN
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class OpPermute: public OpBase
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{
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public:
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OpPermute(std::vector<size_t>& order);
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bool forward(std::vector<Tensor>& ins, std::vector<Tensor>& outs);
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void reshapeOutTensor(std::vector<Tensor *>& in, std::vector<Tensor>& outs);
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virtual bool forward(std::vector<Tensor>& ins,
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std::vector<Tensor>& blobs,
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std::vector<Tensor>& outs) CV_OVERRIDE;
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private:
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void prepareStrides(const Shape &shape_before, const Shape &shape_after);
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bool computeGroupCount();
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std::vector<int> order_;
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bool need_permute_;
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int global_size_;
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int nthreads_;
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int dims_;
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Tensor tensor_order_;
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Tensor tensor_old_stride_;
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Tensor tensor_new_stride_;
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std::vector<int> old_stride_;
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std::vector<int> new_stride_;
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Shape in_shape_;
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Shape out_shape_;
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};
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#endif // HAVE_VULKAN
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}}} // namespace cv::dnn::vkcom
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#endif // OPENCV_DNN_VKCOM_OP_PERMUTE_HPP
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