Open Source Computer Vision Library https://opencv.org/
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// 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) 2020-2024 Intel Corporation
#if defined HAVE_INF_ENGINE && INF_ENGINE_RELEASE < 2024000000
#include <vector>
#include <string>
#include <tuple>
#include "backends/ie/giebackend/giewrapper.hpp"
#include <ade/util/range.hpp>
#include <ade/util/zip_range.hpp>
#include <opencv2/core/utility.hpp>
#include <opencv2/core/utils/logger.hpp>
#include <opencv2/core/utils/configuration.private.hpp>
namespace IE = InferenceEngine;
namespace giewrap = cv::gimpl::ie::wrap;
using GIEParam = cv::gapi::ie::detail::ParamDesc;
#if INF_ENGINE_RELEASE < 2020000000 // < 2020.1
// Load extensions (taken from DNN module)
std::vector<std::string> giewrap::getExtensions(const GIEParam& params) {
std::vector<std::string> candidates;
if (params.device_id == "CPU" || params.device_id == "FPGA")
{
const std::string suffixes[] = { "_avx2", "_sse4", ""};
const bool haveFeature[] = {
cv::checkHardwareSupport(CPU_AVX2),
cv::checkHardwareSupport(CPU_SSE4_2),
true
};
for (auto &&it : ade::util::zip(ade::util::toRange(suffixes),
ade::util::toRange(haveFeature)))
{
std::string suffix;
bool available = false;
std::tie(suffix, available) = it;
if (!available) continue;
#ifdef _WIN32
candidates.push_back("cpu_extension" + suffix + ".dll");
#elif defined(__APPLE__)
candidates.push_back("libcpu_extension" + suffix + ".so"); // built as loadable module
candidates.push_back("libcpu_extension" + suffix + ".dylib"); // built as shared library
#else
candidates.push_back("libcpu_extension" + suffix + ".so");
#endif // _WIN32
}
}
return candidates;
}
IE::CNNNetwork giewrap::readNetwork(const GIEParam& params) {
IE::CNNNetReader reader;
reader.ReadNetwork(params.model_path);
reader.ReadWeights(params.weights_path);
return reader.getNetwork();
}
#else // >= 2020.1
std::vector<std::string> giewrap::getExtensions(const GIEParam&) {
return std::vector<std::string>();
}
IE::CNNNetwork giewrap::readNetwork(const GIEParam& params) {
auto core = giewrap::getCore();
return core.ReadNetwork(params.model_path, params.weights_path);
}
#endif // INF_ENGINE_RELEASE < 2020000000
#if INF_ENGINE_RELEASE < 2019020000 // < 2019.R2
IE::InferencePlugin giewrap::getPlugin(const GIEParam& params) {
auto plugin = IE::PluginDispatcher().getPluginByDevice(params.device_id);
if (params.device_id == "CPU" || params.device_id == "FPGA")
{
for (auto &&extlib : giewrap::getExtensions(params))
{
try
{
plugin.AddExtension(IE::make_so_pointer<IE::IExtension>(extlib));
CV_LOG_INFO(NULL, "DNN-IE: Loaded extension plugin: " << extlib);
break;
}
catch(...)
{
CV_LOG_INFO(NULL, "Failed to load IE extension: " << extlib);
}
}
}
return plugin;
}
#else // >= 2019.R2
// NB: Some of IE plugins fail during IE::Core destroying in specific cases.
// Solution is allocate IE::Core in heap and doesn't destroy it, which cause
// leak, but fixes tests on CI. This behaviour is configurable by using
// OPENCV_GAPI_INFERENCE_ENGINE_CORE_LIFETIME_WORKAROUND=0
static IE::Core create_IE_Core_pointer() {
// NB: 'delete' is never called
static IE::Core* core = new IE::Core();
return *core;
}
static IE::Core create_IE_Core_instance() {
static IE::Core core;
return core;
}
IE::Core giewrap::getCore() {
// NB: to make happy memory leak tools use:
// - OPENCV_GAPI_INFERENCE_ENGINE_CORE_LIFETIME_WORKAROUND=0
static bool param_GAPI_INFERENCE_ENGINE_CORE_LIFETIME_WORKAROUND =
utils::getConfigurationParameterBool(
"OPENCV_GAPI_INFERENCE_ENGINE_CORE_LIFETIME_WORKAROUND",
#if defined(_WIN32) || defined(__APPLE__)
true
#else
false
#endif
);
return param_GAPI_INFERENCE_ENGINE_CORE_LIFETIME_WORKAROUND
? create_IE_Core_pointer() : create_IE_Core_instance();
}
IE::Core giewrap::getPlugin(const GIEParam& params) {
auto plugin = giewrap::getCore();
if (params.device_id == "CPU" || params.device_id == "FPGA")
{
for (auto &&extlib : giewrap::getExtensions(params))
{
try
{
#if INF_ENGINE_RELEASE >= 2021040000
plugin.AddExtension(std::make_shared<IE::Extension>(extlib), params.device_id);
#else
plugin.AddExtension(IE::make_so_pointer<IE::IExtension>(extlib), params.device_id);
#endif
CV_LOG_INFO(NULL, "DNN-IE: Loaded extension plugin: " << extlib);
break;
}
catch(...)
{
CV_LOG_INFO(NULL, "Failed to load IE extension: " << extlib);
}
}
}
return plugin;
}
#endif // INF_ENGINE_RELEASE < 2019020000
#endif //HAVE_INF_ENGINE