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Merge pull request #20546 from sivanov-work:initial_vpl_source
G-API: oneVPL (simplification) source base commit * oneVPL source initial * Fix compilation * Fix compilation path * Fix NO VPL compile * Fix unused vars * Fix unused vars in example * Simplify oneVPL search: no custom path & download * Fix standalone GAPI * Apply comments
This commit is contained in:
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210bfaf8d6
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@ -163,6 +163,10 @@ set(gapi_srcs
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src/backends/ie/bindings_ie.cpp
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src/backends/python/gpythonbackend.cpp
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# Streaming source
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src/streaming/onevpl/onevpl_source.cpp
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src/streaming/onevpl/onevpl_source_priv.cpp
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# Utils (ITT tracing)
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src/utils/itt.cpp
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)
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@ -234,6 +238,17 @@ if(HAVE_PLAIDML)
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ocv_target_include_directories(${the_module} SYSTEM PRIVATE ${PLAIDML_INCLUDE_DIRS})
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endif()
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if(HAVE_GAPI_ONEVPL)
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if(TARGET opencv_test_gapi)
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ocv_target_compile_definitions(opencv_test_gapi PRIVATE -DHAVE_ONEVPL)
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ocv_target_link_libraries(opencv_test_gapi PRIVATE ${VPL_IMPORTED_TARGETS})
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endif()
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ocv_target_compile_definitions(${the_module} PRIVATE -DHAVE_ONEVPL)
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ocv_target_link_libraries(${the_module} PRIVATE ${VPL_IMPORTED_TARGETS})
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if(HAVE_D3D11 AND HAVE_OPENCL)
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ocv_target_include_directories(${the_module} SYSTEM PRIVATE ${OPENCL_INCLUDE_DIRS})
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endif()
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endif()
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if(WIN32)
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# Required for htonl/ntohl on Windows
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@ -32,3 +32,10 @@ if(WITH_PLAIDML)
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set(HAVE_PLAIDML TRUE)
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endif()
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endif()
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if(WITH_GAPI_ONEVPL)
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find_package(VPL)
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if(VPL_FOUND)
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set(HAVE_GAPI_ONEVPL TRUE)
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endif()
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endif()
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@ -6,6 +6,13 @@ if (NOT TARGET ade )
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find_package(ade 0.1.0 REQUIRED)
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endif()
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if (WITH_GAPI_ONEVPL)
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find_package(VPL)
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if(VPL_FOUND)
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set(HAVE_GAPI_ONEVPL TRUE)
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endif()
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endif()
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set(FLUID_TARGET fluid)
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set(FLUID_ROOT "${CMAKE_CURRENT_LIST_DIR}/../")
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@ -0,0 +1,44 @@
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// 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) 2021 Intel Corporation
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#ifndef OPENCV_GAPI_STREAMING_ONEVPL_ONEVPL_SOURCE_HPP
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#define OPENCV_GAPI_STREAMING_ONEVPL_ONEVPL_SOURCE_HPP
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#include <opencv2/gapi/garg.hpp>
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#include <opencv2/gapi/streaming/meta.hpp>
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#include <opencv2/gapi/streaming/source.hpp>
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namespace cv {
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namespace gapi {
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namespace wip {
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class GAPI_EXPORTS OneVPLSource : public IStreamSource
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{
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public:
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struct Priv;
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explicit OneVPLSource(const std::string& filePath);
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~OneVPLSource() override;
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bool pull(cv::gapi::wip::Data& data) override;
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GMetaArg descr_of() const override;
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private:
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explicit OneVPLSource(std::unique_ptr<Priv>&& impl);
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std::unique_ptr<Priv> m_priv;
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};
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template<class... Args>
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GAPI_EXPORTS_W cv::Ptr<IStreamSource> inline make_vpl_src(const std::string& filePath, Args&&... args)
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{
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return make_src<OneVPLSource>(filePath, std::forward<Args>(args)...);
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}
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} // namespace wip
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} // namespace gapi
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} // namespace cv
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#endif // OPENCV_GAPI_STREAMING_ONEVPL_ONEVPL_SOURCE_HPP
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254
modules/gapi/samples/onevpl_infer_single_roi.cpp
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254
modules/gapi/samples/onevpl_infer_single_roi.cpp
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@ -0,0 +1,254 @@
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#include <algorithm>
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#include <fstream>
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#include <iostream>
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#include <cctype>
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#include <opencv2/imgproc.hpp>
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#include <opencv2/gapi.hpp>
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#include <opencv2/gapi/core.hpp>
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#include <opencv2/gapi/cpu/gcpukernel.hpp>
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#include <opencv2/gapi/infer/ie.hpp>
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#include <opencv2/gapi/render.hpp>
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#include <opencv2/gapi/streaming/onevpl/onevpl_source.hpp>
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#include <opencv2/highgui.hpp> // CommandLineParser
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const std::string about =
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"This is an OpenCV-based version of oneVPLSource decoder example";
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const std::string keys =
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"{ h help | | Print this help message }"
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"{ input | | Path to the input demultiplexed video file }"
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"{ output | | Path to the output RAW video file. Use .avi extension }"
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"{ facem | face-detection-adas-0001.xml | Path to OpenVINO IE face detection model (.xml) }"
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"{ faced | CPU | Target device for face detection model (e.g. CPU, GPU, VPU, ...) }";
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namespace {
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std::string get_weights_path(const std::string &model_path) {
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const auto EXT_LEN = 4u;
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const auto sz = model_path.size();
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CV_Assert(sz > EXT_LEN);
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auto ext = model_path.substr(sz - EXT_LEN);
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std::transform(ext.begin(), ext.end(), ext.begin(), [](unsigned char c){
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return static_cast<unsigned char>(std::tolower(c));
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});
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CV_Assert(ext == ".xml");
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return model_path.substr(0u, sz - EXT_LEN) + ".bin";
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}
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} // anonymous namespace
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namespace custom {
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G_API_NET(FaceDetector, <cv::GMat(cv::GMat)>, "face-detector");
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using GDetections = cv::GArray<cv::Rect>;
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using GRect = cv::GOpaque<cv::Rect>;
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using GSize = cv::GOpaque<cv::Size>;
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using GPrims = cv::GArray<cv::gapi::wip::draw::Prim>;
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G_API_OP(LocateROI, <GRect(GSize)>, "sample.custom.locate-roi") {
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static cv::GOpaqueDesc outMeta(const cv::GOpaqueDesc &) {
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return cv::empty_gopaque_desc();
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}
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};
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G_API_OP(ParseSSD, <GDetections(cv::GMat, GRect, GSize)>, "sample.custom.parse-ssd") {
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static cv::GArrayDesc outMeta(const cv::GMatDesc &, const cv::GOpaqueDesc &, const cv::GOpaqueDesc &) {
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return cv::empty_array_desc();
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}
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};
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G_API_OP(BBoxes, <GPrims(GDetections, GRect)>, "sample.custom.b-boxes") {
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static cv::GArrayDesc outMeta(const cv::GArrayDesc &, const cv::GOpaqueDesc &) {
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return cv::empty_array_desc();
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}
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};
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GAPI_OCV_KERNEL(OCVLocateROI, LocateROI) {
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// This is the place where we can run extra analytics
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// on the input image frame and select the ROI (region
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// of interest) where we want to detect our objects (or
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// run any other inference).
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//
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// Currently it doesn't do anything intelligent,
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// but only crops the input image to square (this is
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// the most convenient aspect ratio for detectors to use)
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static void run(const cv::Size& in_size, cv::Rect &out_rect) {
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// Identify the central point & square size (- some padding)
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const auto center = cv::Point{in_size.width/2, in_size.height/2};
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auto sqside = std::min(in_size.width, in_size.height);
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// Now build the central square ROI
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out_rect = cv::Rect{ center.x - sqside/2
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, center.y - sqside/2
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, sqside
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, sqside
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};
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}
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};
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GAPI_OCV_KERNEL(OCVParseSSD, ParseSSD) {
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static void run(const cv::Mat &in_ssd_result,
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const cv::Rect &in_roi,
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const cv::Size &in_parent_size,
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std::vector<cv::Rect> &out_objects) {
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const auto &in_ssd_dims = in_ssd_result.size;
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CV_Assert(in_ssd_dims.dims() == 4u);
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const int MAX_PROPOSALS = in_ssd_dims[2];
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const int OBJECT_SIZE = in_ssd_dims[3];
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CV_Assert(OBJECT_SIZE == 7); // fixed SSD object size
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const cv::Size up_roi = in_roi.size();
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const cv::Rect surface({0,0}, in_parent_size);
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out_objects.clear();
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const float *data = in_ssd_result.ptr<float>();
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for (int i = 0; i < MAX_PROPOSALS; i++) {
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const float image_id = data[i * OBJECT_SIZE + 0];
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const float label = data[i * OBJECT_SIZE + 1];
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const float confidence = data[i * OBJECT_SIZE + 2];
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const float rc_left = data[i * OBJECT_SIZE + 3];
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const float rc_top = data[i * OBJECT_SIZE + 4];
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const float rc_right = data[i * OBJECT_SIZE + 5];
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const float rc_bottom = data[i * OBJECT_SIZE + 6];
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(void) label; // unused
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if (image_id < 0.f) {
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break; // marks end-of-detections
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}
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if (confidence < 0.5f) {
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continue; // skip objects with low confidence
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}
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// map relative coordinates to the original image scale
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// taking the ROI into account
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cv::Rect rc;
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rc.x = static_cast<int>(rc_left * up_roi.width);
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rc.y = static_cast<int>(rc_top * up_roi.height);
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rc.width = static_cast<int>(rc_right * up_roi.width) - rc.x;
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rc.height = static_cast<int>(rc_bottom * up_roi.height) - rc.y;
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rc.x += in_roi.x;
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rc.y += in_roi.y;
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out_objects.emplace_back(rc & surface);
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}
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}
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};
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GAPI_OCV_KERNEL(OCVBBoxes, BBoxes) {
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// This kernel converts the rectangles into G-API's
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// rendering primitives
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static void run(const std::vector<cv::Rect> &in_face_rcs,
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const cv::Rect &in_roi,
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std::vector<cv::gapi::wip::draw::Prim> &out_prims) {
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out_prims.clear();
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const auto cvt = [](const cv::Rect &rc, const cv::Scalar &clr) {
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return cv::gapi::wip::draw::Rect(rc, clr, 2);
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};
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out_prims.emplace_back(cvt(in_roi, CV_RGB(0,255,255))); // cyan
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for (auto &&rc : in_face_rcs) {
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out_prims.emplace_back(cvt(rc, CV_RGB(0,255,0))); // green
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}
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}
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};
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} // namespace custom
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int main(int argc, char *argv[]) {
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cv::CommandLineParser cmd(argc, argv, keys);
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cmd.about(about);
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if (cmd.has("help")) {
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cmd.printMessage();
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return 0;
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}
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// get file name
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std::string file_path = cmd.get<std::string>("input");
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const std::string output = cmd.get<std::string>("output");
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const auto face_model_path = cmd.get<std::string>("facem");
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// check ouput file extension
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if (!output.empty()) {
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auto ext = output.find_last_of(".");
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if (ext == std::string::npos || (output.substr(ext + 1) != "avi")) {
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std::cerr << "Output file should have *.avi extension for output video" << std::endl;
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return -1;
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}
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}
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auto face_net = cv::gapi::ie::Params<custom::FaceDetector> {
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face_model_path, // path to topology IR
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get_weights_path(face_model_path), // path to weights
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cmd.get<std::string>("faced"), // device specifier
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};
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auto kernels = cv::gapi::kernels
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< custom::OCVLocateROI
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, custom::OCVParseSSD
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, custom::OCVBBoxes>();
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auto networks = cv::gapi::networks(face_net);
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// Create source
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cv::Ptr<cv::gapi::wip::IStreamSource> cap;
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try {
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cap = cv::gapi::wip::make_vpl_src(file_path);
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std::cout << "oneVPL source desription: " << cap->descr_of() << std::endl;
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} catch (const std::exception& ex) {
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std::cerr << "Cannot create source: " << ex.what() << std::endl;
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return -1;
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}
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cv::GMetaArg descr = cap->descr_of();
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auto frame_descr = cv::util::get<cv::GFrameDesc>(descr);
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// Now build the graph
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cv::GFrame in;
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auto size = cv::gapi::streaming::size(in);
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auto roi = custom::LocateROI::on(size);
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auto blob = cv::gapi::infer<custom::FaceDetector>(roi, in);
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auto rcs = custom::ParseSSD::on(blob, roi, size);
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auto out_frame = cv::gapi::wip::draw::renderFrame(in, custom::BBoxes::on(rcs, roi));
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auto out = cv::gapi::streaming::BGR(out_frame);
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cv::GStreamingCompiled pipeline;
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try {
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pipeline = cv::GComputation(cv::GIn(in), cv::GOut(out))
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.compileStreaming(cv::compile_args(kernels, networks));
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} catch (const std::exception& ex) {
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std::cerr << "Exception occured during pipeline construction: " << ex.what() << std::endl;
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return -1;
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}
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// The execution part
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// TODO USE may set pool size from outside and set queue_capacity size,
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// compile arg: cv::gapi::streaming::queue_capacity
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pipeline.setSource(std::move(cap));
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pipeline.start();
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int framesCount = 0;
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cv::TickMeter t;
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cv::VideoWriter writer;
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if (!output.empty() && !writer.isOpened()) {
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const auto sz = cv::Size{frame_descr.size.width, frame_descr.size.height};
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writer.open(output, cv::VideoWriter::fourcc('M','J','P','G'), 25.0, sz);
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CV_Assert(writer.isOpened());
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}
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cv::Mat outMat;
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t.start();
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while (pipeline.pull(cv::gout(outMat))) {
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cv::imshow("Out", outMat);
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cv::waitKey(1);
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if (!output.empty()) {
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writer << outMat;
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}
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framesCount++;
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}
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t.stop();
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std::cout << "Elapsed time: " << t.getTimeSec() << std::endl;
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std::cout << "FPS: " << framesCount / t.getTimeSec() << std::endl;
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std::cout << "framesCount: " << framesCount << std::endl;
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return 0;
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}
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48
modules/gapi/src/streaming/onevpl/onevpl_source.cpp
Normal file
48
modules/gapi/src/streaming/onevpl/onevpl_source.cpp
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// 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) 2021 Intel Corporation
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#include <opencv2/gapi/streaming/onevpl/onevpl_source.hpp>
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#include "streaming/onevpl/onevpl_source_priv.hpp"
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namespace cv {
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namespace gapi {
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namespace wip {
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#ifdef HAVE_ONEVPL
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OneVPLSource::OneVPLSource(const std::string& filePath) :
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OneVPLSource(std::unique_ptr<Priv>(new OneVPLSource::Priv(filePath))) {
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if (filePath.empty()) {
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util::throw_error(std::logic_error("Cannot create 'OneVPLSource' on empty source file name"));
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}
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}
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#else
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OneVPLSource::OneVPLSource(const std::string&) {
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GAPI_Assert(false && "Unsupported: G-API compiled without `WITH_GAPI_ONEVPL=ON`");
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}
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#endif
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OneVPLSource::OneVPLSource(std::unique_ptr<Priv>&& impl) :
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IStreamSource(),
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m_priv(std::move(impl)) {
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}
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OneVPLSource::~OneVPLSource() {
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}
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bool OneVPLSource::pull(cv::gapi::wip::Data& data)
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{
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return m_priv->pull(data);
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}
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GMetaArg OneVPLSource::descr_of() const
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{
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return m_priv->descr_of();
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}
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} // namespace wip
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} // namespace gapi
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} // namespace cv
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63
modules/gapi/src/streaming/onevpl/onevpl_source_priv.cpp
Normal file
63
modules/gapi/src/streaming/onevpl/onevpl_source_priv.cpp
Normal file
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// 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) 2021 Intel Corporation
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#include <algorithm>
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#include <sstream>
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#include "streaming/onevpl/onevpl_source_priv.hpp"
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#include "logger.hpp"
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#ifndef HAVE_ONEVPL
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namespace cv {
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namespace gapi {
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namespace wip {
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bool OneVPLSource::Priv::pull(cv::gapi::wip::Data&) {
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return true;
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}
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GMetaArg OneVPLSource::Priv::descr_of() const {
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return {};
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}
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} // namespace wip
|
||||
} // namespace gapi
|
||||
} // namespace cv
|
||||
|
||||
#else // HAVE_ONEVPL
|
||||
|
||||
namespace cv {
|
||||
namespace gapi {
|
||||
namespace wip {
|
||||
OneVPLSource::Priv::Priv() :
|
||||
mfx_handle(MFXLoad())
|
||||
{
|
||||
GAPI_LOG_INFO(nullptr, "Initialized MFX handle: " << mfx_handle);
|
||||
description_is_valid = false;
|
||||
}
|
||||
|
||||
OneVPLSource::Priv::Priv(const std::string&) :
|
||||
OneVPLSource::Priv()
|
||||
{
|
||||
}
|
||||
|
||||
OneVPLSource::Priv::~Priv()
|
||||
{
|
||||
GAPI_LOG_INFO(nullptr, "Unload MFX handle: " << mfx_handle);
|
||||
MFXUnload(mfx_handle);
|
||||
}
|
||||
|
||||
bool OneVPLSource::Priv::pull(cv::gapi::wip::Data&)
|
||||
{
|
||||
return false;
|
||||
}
|
||||
|
||||
GMetaArg OneVPLSource::Priv::descr_of() const
|
||||
{
|
||||
return {};
|
||||
}
|
||||
} // namespace wip
|
||||
} // namespace gapi
|
||||
} // namespace cv
|
||||
|
||||
#endif // HAVE_ONEVPL
|
62
modules/gapi/src/streaming/onevpl/onevpl_source_priv.hpp
Normal file
62
modules/gapi/src/streaming/onevpl/onevpl_source_priv.hpp
Normal file
@ -0,0 +1,62 @@
|
||||
// This file is part of OpenCV project.
|
||||
// It is subject to the license terms in the LICENSE file found in the top-level directory
|
||||
// of this distribution and at http://opencv.org/license.html.
|
||||
//
|
||||
// Copyright (C) 2021 Intel Corporation
|
||||
|
||||
#ifndef OPENCV_GAPI_STREAMING_ONEVPL_ONEVPL_SOURCE_PRIV_HPP
|
||||
#define OPENCV_GAPI_STREAMING_ONEVPL_ONEVPL_SOURCE_PRIV_HPP
|
||||
|
||||
#include <stdio.h>
|
||||
|
||||
#include <memory>
|
||||
#include <string>
|
||||
|
||||
#include <opencv2/gapi/garg.hpp>
|
||||
#include <opencv2/gapi/streaming/meta.hpp>
|
||||
#include <opencv2/gapi/streaming/onevpl/onevpl_source.hpp>
|
||||
|
||||
#ifdef HAVE_ONEVPL
|
||||
#if (MFX_VERSION >= 2000)
|
||||
#include <vpl/mfxdispatcher.h>
|
||||
#endif // MFX_VERSION
|
||||
|
||||
#include <vpl/mfx.h>
|
||||
|
||||
#include <vpl/mfxvideo.h>
|
||||
|
||||
namespace cv {
|
||||
namespace gapi {
|
||||
namespace wip {
|
||||
|
||||
struct OneVPLSource::Priv
|
||||
{
|
||||
explicit Priv(const std::string& file_path);
|
||||
~Priv();
|
||||
|
||||
bool pull(cv::gapi::wip::Data& data);
|
||||
GMetaArg descr_of() const;
|
||||
private:
|
||||
Priv();
|
||||
mfxLoader mfx_handle;
|
||||
bool description_is_valid;
|
||||
};
|
||||
} // namespace wip
|
||||
} // namespace gapi
|
||||
} // namespace cv
|
||||
|
||||
#else // HAVE_ONEVPL
|
||||
|
||||
namespace cv {
|
||||
namespace gapi {
|
||||
namespace wip {
|
||||
struct OneVPLSource::Priv final
|
||||
{
|
||||
bool pull(cv::gapi::wip::Data&);
|
||||
GMetaArg descr_of() const;
|
||||
};
|
||||
} // namespace wip
|
||||
} // namespace gapi
|
||||
} // namespace cv
|
||||
#endif // HAVE_ONEVPL
|
||||
#endif // OPENCV_GAPI_STREAMING_ONEVPL_ONEVPL_SOURCE_PRIV_HPP
|
Loading…
Reference in New Issue
Block a user