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- #include <fstream>
- #include <opencv2/opencv.hpp>
- // libcommon
- #include "Logger.h"
- #include "OSTime.h"
- #include "SysUtils.h"
- #include "Semaphore.h"
- // libmascommon
- #include "MemPool.h"
- // deps
- #include "DetUtils.h"
- #include "ilogger.hpp"
- #include "trt_infer.hpp"
- // libyolocrowddetector
- #include "DetectorAPI.h"
- #include "YoloCrowdDetector.h"
- // libheadcountstrategy
- #include "StrategyAPI.h"
- #include "HeadCountStrategy.h"
- #define RUN_TEXT_DRAWING 0
- struct CallbackContext
- {
- masd::Strategy* strategy;
- cv::Mat* img;
- cv::VideoWriter* videoWriter;
- };
- tzc::Semaphore SEMA;
- void SaveDetectorInfo(const char* info)
- {
- std::ofstream outFile("detector_info.json", std::ios::out | std::ios::app);
-
- if (outFile.is_open())
- {
- outFile << "{\n\t\"Detector Information\": \"" << info << "\"\n}" << std::endl;
- outFile.close();
- TZLogInfo("Detector information saved to detector_info.json~~~");
- }
- else
- {
- TZLogError("Failed to open file for writing!!!");
- }
- }
- TZ_INT DetectionCallback(SPtr<masd::StreamInfo>& media, void* ctx)
- {
- TZLogInfo("Detection callback triggered!~~~");
- // Retrieve the context
- CallbackContext* callbackContext = reinterpret_cast<CallbackContext*>(ctx);
- if (!callbackContext || !callbackContext->img || callbackContext->strategy == nullptr)
- {
- TZLogError("Error: Invalid context or image pointer!!!");
- return -1;
- }
- cv::Mat* img = callbackContext->img;
- masd::Strategy* strategy = callbackContext->strategy;
- if (img->empty())
- {
- TZLogError("Error: Invalid image pointer!!!");
- return -1;
- }
- auto allDetRst = media->GetAllDetRst();
- int imgWidth = img->cols, imgHeight = img->rows;
- for (auto it = allDetRst.begin(); it != allDetRst.end(); ++it)
- {
- const std::string& detKey = it->first;
- const SPtr<masd::DetProducing>& detProducing = it->second;
- TZLogInfo("Detection Key: %s~~~", detKey.c_str());
- std::cout << "Detection Result: " << detProducing->Result << std::endl;
- if (!detProducing->Draw.Rects.empty())
- {
- TZLogInfo("Processing Draw Info...~~~");
- for (const auto& rect : detProducing->Draw.Rects)
- {
- TZLogInfo("Rect: LTX: %.2f, LTY: %.2f, "
- "RBX: %.2f, RBY: %.2f, Color: %s, Thickness: %d~~~",
- rect.LTX, rect.LTY, rect.RBX, rect.RBY,
- rect.Color.c_str(), rect.Thickness);
- if (!rect.Text.Text.empty())
- {
- TZLogInfo("Text: %s~~~", rect.Text.Text.c_str());
- }
- cv::Scalar color;
- {
- std::stringstream colorStream(rect.Color);
- int r, g, b;
- char comma;
- colorStream >> r >> comma >> g >> comma >> b;
- color = cv::Scalar(b, g, r);
- }
- cv::Point topLeft(rect.LTX * imgWidth, rect.LTY * imgHeight);
- cv::Point bottomRight(rect.RBX * imgWidth, rect.RBY * imgHeight);
- cv::rectangle(*img, topLeft, bottomRight, color, rect.Thickness);
- #if RUN_TEXT_DRAWING
- if (!rect.Text.Text.empty())
- {
- cv::putText(*img, rect.Text.Text,
- cv::Point(topLeft.x, topLeft.y - 10),
- cv::FONT_HERSHEY_SIMPLEX, 0.8, color, 2);
- }
- #endif
- }
- }
- else
- {
- TZLogInfo("No Draw Info available.~~~");
- }
- if (detProducing->DetMedia)
- {
- const auto& media = detProducing->DetMedia;
- TZLogInfo("Media Length: %d~~~", media->Length);
- TZLogInfo("Media DataType: %d~~~", media->DataType);
- TZLogInfo("Media Height: %d, Width: %d~~~", media->Height, media->Width);
- }
- }
- // Process the strategy inside the callback
- TZ_INT strategyResult = strategy->DoStrategy(media);
- if (strategyResult != masd::MEC_OK)
- {
- TZLogError("Headcount strategy failed to process the stream info!!!");
- return -1;
- }
- TZLogInfo("Headcount strategy processed the stream info successfully~~~");
- SPtr<masd::StraProducing> straProducing = media->GetStraProducing();
- if (straProducing)
- {
- std::string headcountResult = straProducing->Result.RstName;
- TZLogInfo("Detected headcount: %s", headcountResult.c_str());
- int fontFace = cv::FONT_HERSHEY_SIMPLEX;
- double fontScale = 0.8;
- int thickness = 2;
- cv::Scalar textColor(0, 255, 0);
- cv::Point textPosition(10, 30);
- cv::putText(*img, headcountResult, textPosition, fontFace, fontScale, textColor, thickness);
- }
- else
- {
- TZLogWarn("No headcount result found in the stream info.");
- }
- cv::imshow("Detection Result", *img);
- cv::waitKey(1);
- callbackContext->videoWriter->write(*img);
- SEMA.Signal();
- return 0;
- }
- int main()
- {
- // Initialize log
- INITIALIZE_LOGGER_NORMAL("test", "./test.log", 1, 100, 6, 1, 1);
- // Initialize memory pool
- masd::MemPool *pool = masd::MEMPOOL;
- if (pool->Initialize() != masd::MEC_OK)
- {
- TZLogError("Memory pool initialization failed!!!");
- return -1;
- }
- /* Calling libyolocrowddetector and libheadcountstrategy */
- // Step 1:
- // Initialize the SDK
- TZ_INT initResult = Initialize();
- if (initResult != masd::MEC_OK)
- {
- TZLogError("Failed to initialize the SDK!!!");
- return -1;
- }
- TZLogInfo("SDK Initialized Successfully~~~");
- // Step 2:
- // Build yolo-crowd detector
- masd::Detector* detector = BuildDetector();
- if (detector == nullptr)
- {
- TZLogError("Failed to build yolo-crowd detector!!!");
- Dispose();
- return -1;
- }
- TZLogInfo("Yolo-crowd detector built successfully~~~");
- // Build headcount strategy
- masd::Strategy* strategy = BuildStrategy();
- if(strategy == nullptr)
- {
- TZLogError("Failed to build headcount strategy!!!");
- Dispose();
- return -1;
- }
- TZLogInfo("Headcount strategy built successfully~~~");
- // Step 3:
- // Initialize the yolo-crowd detector with configuration parameters
- std::string initParam =
- "{\"gpu_id\": 0, \"max_objects\": 1024, "
- "\"confidence_threshold\": 0.2, \"nms_threshold\": 0.5, "
- "\"model_path\": \"../../models/yolo-crowd.trt\"}";
- TZ_INT initDetResult = detector->Initialize(initParam);
- if (initDetResult != masd::MEC_OK)
- {
- TZLogError("Failed to initialize the yolo-crowd detector!!!");
- DestroyDetector(detector);
- DestroyStrategy(strategy);
- Dispose();
- return -1;
- }
- TZLogInfo("Yolo-crowd detector initialized successfully~~~");
- // Initialize the headcount strategy
- TZ_INT initStraResult = strategy->Initialize();
- if (initStraResult != masd::MEC_OK)
- {
- TZLogError("Failed to initialize the headcount detector!!!");
- DestroyDetector(detector);
- DestroyStrategy(strategy);
- Dispose();
- return -1;
- }
- TZLogInfo("Headcount strategy initialized successfully~~~");
- // Step 4:
- // Set yolo-crowd detection configuration (optional)
- std::string detectConfig = R"({
- "freq": 0,
- "target": {
- "target_class": [0],
- "target_threshold": [0.25]
- },
- "focusArea": [
- { "LTX": 0.0, "LTY": 0.0, "RBX": 1.0, "RBY": 1.0 }
- ],
- "ignoreArea": [
- { "LTX": 0.0, "LTY": 0.0, "RBX": 0.0, "RBY": 0.0 }
- ]
- })";
- TZ_INT setDetCfgResult = detector->SetDetectCfg(detectConfig);
- if (setDetCfgResult != masd::MEC_OK)
- {
- TZLogError("Failed to set yolo-crowd detection configuration!!!");
- DestroyDetector(detector);
- DestroyStrategy(strategy);
- Dispose();
- return -1;
- }
- TZLogInfo("Yolo-crowd detection configuration set successfully~~~");
- // Set headcount strategy configuration (optional)
- std::string headcountConfig = R"({
- "TimeThreshold": 5
- })";
- TZ_INT setStraCfgResult = strategy->SetStrategyCfg(headcountConfig);
- if (setStraCfgResult != masd::MEC_OK)
- {
- TZLogError("Failed to set headcount strategy configuration!!!");
- DestroyDetector(detector);
- DestroyStrategy(strategy);
- Dispose();
- return -1;
- }
- TZLogInfo("Headcount strategy configuration set successfully~~~");
- // Step 5:
- // Access the camera (default camera is index 0)
- cv::VideoCapture videoCapture(0); // Use the default webcam (0)
- if (!videoCapture.isOpened())
- {
- TZLogError("Failed to access camera!!!");
- DestroyDetector(detector);
- DestroyStrategy(strategy);
- Dispose();
- return -1;
- }
-
- TZ_INT videoWidth = static_cast<TZ_INT>(videoCapture.get(cv::CAP_PROP_FRAME_WIDTH));
- TZ_INT videoHeight = static_cast<TZ_INT>(videoCapture.get(cv::CAP_PROP_FRAME_HEIGHT));
- TZ_INT videoFPS = static_cast<TZ_INT>(videoCapture.get(cv::CAP_PROP_FPS));
- cv::VideoWriter videoWriter("output_video.mp4",
- cv::VideoWriter::fourcc('X', '2', '6', '4'),
- videoFPS, cv::Size(videoWidth, videoHeight));
- if (!videoWriter.isOpened())
- {
- TZLogError("Failed to open video writer!!!");
- DestroyDetector(detector);
- DestroyStrategy(strategy);
- Dispose();
- return -1;
- }
- cv::Mat frame;
- while(videoCapture.read(frame))
- {
- if(frame.empty())
- {
- TZLogError("Failed to read frame from video!!!");
- break;
- }
- TZ_INT length = frame.total() * frame.elemSize();
- SPtr<masd::Media> mediaResource = std::make_shared<masd::Media>(length);
- mediaResource->Width = frame.cols;
- mediaResource->Height = frame.rows;
- mediaResource->DataType = frame.type();
- mediaResource->Mem = frame.data;
- SPtr<masd::StreamInfo> streamInfo = std::make_shared<masd::StreamInfo>();
- streamInfo->SetMediaRsc(mediaResource);
- CallbackContext callbackContext{strategy, &frame, &videoWriter};
- detector->DoDetect(streamInfo, DetectionCallback, &callbackContext);
- SEMA.Wait();
- }
- // Step 6:
- // Print DetGetInformation
- char detectorInfo[4096];
- TZ_INT infoResult = GetInformation(detectorInfo);
- if (infoResult != masd::MEC_OK)
- {
- TZLogError("Failed to get detector information!!!");
- Dispose();
- return -1;
- }
- SaveDetectorInfo(detectorInfo);
- // Step 7:
- // Destroy the detector
- DestroyDetector(detector);
- TZLogInfo("Detector destroyed successfully~~~");
- // Destroy the strategy
- DestroyStrategy(strategy);
- TZLogInfo("Detector strategy successfully~~~");
- // Step 8:
- // Dispose the SDK
- TZ_INT disposeResult = Dispose();
- if (disposeResult != masd::MEC_OK)
- {
- TZLogError("Failed to dispose the SDK!!!");
- return -1;
- }
- TZLogInfo("SDK disposed successfully~~~");
-
- return 0;
- }
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