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src/ai_engine_module/face_det_ai_engine.cpp 8.3 KB
09c2d08c   Hu Chunming   arm交付版
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  #include "face_det_ai_engine.h"
  
  #include "../common/logger.hpp"
  #include "../ai_platform/mvpt_process_assist.h"
  #include "../ai_platform/macro_definition.h"
  
  #include "opencv2/opencv.hpp"
  #include "face_detect.h"
  
  face_det_ai_engine::face_det_ai_engine(){
  	m_max_batchsize = 10;
  }
  
  face_det_ai_engine::~face_det_ai_engine(){
  	fd_release(&handle);
  	clear();
  
  	if(m_algorthim_ctx){
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          aclrtDestroyContext(m_algorthim_ctx);
      }
  }
  
  int face_det_ai_engine::init_ai_engine(const facedet_ai_engine_param &ai_param/*, person_det_algorthim_cache * cache*/){
  
  	task_param_manager_ = task_param_manager::getInstance();
  
  	m_devId = ai_param.sdk_param.devId;
  
09c2d08c   Hu Chunming   arm交付版
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      ACL_CALL(aclrtCreateContext(&m_algorthim_ctx, m_devId), ACL_ERROR_NONE, -1);
  
  	return fd_init(&handle, ai_param.sdk_param);
  }
  
  int face_det_ai_engine::ai_engine_process_batch(std::vector<std::string> &task_ids, sy_img *image_data_array, std::vector<onelevel_det_result> &result , std::vector<std::vector<int>> &deleteObjectID){
  
  	map<string, map<algo_type, task_param_manager::algo_param_type_t_*>> && algor_param = task_param_manager_->get_task_other_params();
  
  	const int total_batchsize = task_ids.size();
  	if (total_batchsize <= 0){
  		return 0;
  	}
  
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  	int ret = aclrtSetCurrentContext(m_algorthim_ctx);
  	if(ACL_ERROR_NONE != ret){
  		return 0;
  	}
  
  	fd_result *fd_result_ = new fd_result[total_batchsize];
  	for (int i = 0; i < total_batchsize; ++i)
  		fd_result_[i].info = new fd_info[50];
  
  	do{
  		int stride = m_max_batchsize;
  		int steps = (total_batchsize + stride - 1) / stride;
  		
  		bool bError = false;
  		for (int c = 0; c < steps; ++c) {
  			int offset = c * m_max_batchsize;
  			const int batchsize = (c == steps - 1) ? (total_batchsize - offset) : stride;
  			
  			int ret = fd_detect_batch(handle, image_data_array + offset, SY_FORMAT_BGR888, batchsize, fd_result_ + offset);
  			if(ret < 0){
  				LOG_ERROR(" fd_detect_batch error!!! image_size: {} model_batch_size: {}, step: [{}/{}] offset: {} batchsize: {}", total_batchsize, m_max_batchsize, c, steps, offset, batchsize);
  				bError = true;
  				break;
  			}
  		}
  
  		if(bError){
  			break;
  		}
  
  		// 属性检测使用人脸检测的原图,不需要切图
  		int cur_index = 0;
  		int img_index = 0;
  
  		vector <vector< vector <float>>> detectResult(total_batchsize);  // sort
  		auto task_id_iter = task_ids.cbegin();
  		for (int c = 0; c < total_batchsize; ++c)
  		{
  			task_param_manager::algo_param_type_t_* cur_task_params = algor_param[*task_id_iter++][algorithm_type_t::FACE_SNAPSHOT];
  			for (int i = 0; i < fd_result_[c].count; ++i)
  			{
  				if (!snapshot_legal_inarea(cur_task_params->basic_param->algor_valid_rect,
  					fd_result_[c].info[i].face_position.left_, fd_result_[c].info[i].face_position.top_,
  					fd_result_[c].info[i].face_position.left_ + fd_result_[c].info[i].face_position.width_,
  					fd_result_[c].info[i].face_position.top_ + fd_result_[c].info[i].face_position.height_)
  					|| fd_result_[c].info[i].face_pos_score < ((algor_config_param_snapshot *)cur_task_params->algor_param)->threshold)
  				{
  					continue;
  				}
  
  				vector <float> obj;
  				obj.push_back(fd_result_[c].info[i].face_position.left_);
  				obj.push_back(fd_result_[c].info[i].face_position.top_);
  				obj.push_back(fd_result_[c].info[i].face_position.left_ + fd_result_[c].info[i].face_position.width_); //right
  				obj.push_back(fd_result_[c].info[i].face_position.top_ + fd_result_[c].info[i].face_position.height_); //bottom
  				obj.push_back(fd_result_[c].info[i].score);
  				obj.push_back(1);		//统一index值为1
  				//存入关键点信息
  				for(int j = 0; j < FACIALFEAPOINTSIZE; ++j)
  				{
  					obj.push_back(fd_result_[c].info[i].facial_fea_point[j].x_);
  					obj.push_back(fd_result_[c].info[i].facial_fea_point[j].y_);
  				}
  
  				//-added by zsh 添加姿态角信息------------------------------
  				obj.push_back(fd_result_[c].info[i].roll);
  				obj.push_back(fd_result_[c].info[i].yaw);
  				obj.push_back(fd_result_[c].info[i].pitch);
  				// cout << fabs(fd_result_[c].info[i].roll) << " " << fabs(fd_result_[c].info[i].yaw) << " " << fabs(fd_result_[c].info[i].pitch) << endl;
  				//--------------------------------------------------------
  				detectResult[c].push_back(obj);
  
  	#if 0
  				if (fd_result_[img_index].count > 1)
  				{
  					//选择居中且靠上的人脸作为唯一的结果
  					float min_dis = numeric_limits<float>::max();
  					int min_index = 0;
  					float person_center_x = (float)(cur_persondet_result[c]->obj[i].right - cur_persondet_result[c]->obj[i].left) / 2.0;
  					float person_center_y = (float)(cur_persondet_result[c]->obj[i].bottom - cur_persondet_result[c]->obj[i].top) / 6.0;
  					for (int j = 0; j < fd_result_[img_index].count; ++j)
  					{
  						float cx = (float)fd_result_[img_index].info[j].face_position.left_ + (float)(fd_result_[img_index].info[j].face_position.width_) / 2.0;
  						float cy = (float)fd_result_[img_index].info[j].face_position.top_ + (float)(fd_result_[img_index].info[j].face_position.height_) / 2.0;
  						float dis = (person_center_x - cx) * (person_center_x - cx) + (person_center_y - cy) * (person_center_y - cy);
  						if (dis < min_dis)
  						{
  							min_dis = dis;
  							min_index = j;
  						}
  					}
  					//姿态角控制
  					if (fabs(fd_result_[img_index].info[min_index].roll) < pose_thresld[c] && fabs(fd_result_[img_index].info[min_index].yaw) < pose_thresld[c] && fabs(fd_result_[img_index].info[min_index].pitch) < pose_thresld[c])
  					{
  						cur_res.count = 1;
  						cur_res.info = new fd_info[1];
  						memcpy(&cur_res.info[0], &fd_result_[img_index].info[min_index], sizeof(fd_info));
  					}
  					else
  					{
  						cur_res.info = new fd_info[1];
  						cur_res.count = 0;
  					}
  
  				}
  				else if (fd_result_[img_index].count == 1 && fabs(fd_result_[img_index].info[0].roll) < pose_thresld[c] && fabs(fd_result_[img_index].info[0].yaw) < pose_thresld[c] && fabs(fd_result_[img_index].info[0].pitch) < pose_thresld[c]) //姿态角控制
  				{
  					cur_res.count = 1;
  					cur_res.info = new fd_info[1];
  					memcpy(&cur_res.info[0], &fd_result_[img_index].info[0], sizeof(fd_info));
  				}
  				else
  				{
  					cur_res.info = new fd_info[1];
  					cur_res.count = 0;
  				}
  				_fd_result[vec_ids[c]].push_back(cur_res);
  
  				for (int j = 0; j < cur_res.count; ++j)
  				{
  					++cur_index;
  				}
  	#endif
  
  			}
  		}
  
  		//跟踪
  		for (size_t real_index = 0; real_index < total_batchsize; real_index++) {
  			string task_id = task_ids[real_index];
  
  			bool isUseDet = true;
  			vector<int> delete_ids;
  			const float maxLen = std::sqrt(image_data_array[real_index].w_ * image_data_array[real_index].w_ + image_data_array[real_index].h_ * image_data_array[real_index].h_); //-modified by zsh 220719
  			for (int j = 0; j < task_trackers[task_id].fusion_interval; ++j) {
  				if (j == 0) {
  					int objCount = task_trackers[task_id].tracker.update_v2(isUseDet, /*save lk = */true, /*center_dist = */true, maxLen, detectResult[real_index], result[real_index].obj, deleteObjectID[real_index]);
  					result[real_index].obj_count = objCount;
  					vector<vector<float>>().swap(detectResult[real_index]);
  					detectResult[real_index].clear();
  					isUseDet = false;
  				} else {
  					onelevel_det_result unresult;
  					unresult.obj_count = task_trackers[task_id].tracker.update_v2(isUseDet, true, true, maxLen, detectResult[real_index], unresult.obj, deleteObjectID[real_index]);
  				}
  			}
  
  			++real_index;
  		}
  
  		vector <vector< vector <float>>>().swap(detectResult);  // free memory.
  
  		ret = total_batchsize;
  	}while(0);
  
  	if (fd_result_) {
  		for (int i = 0; i < total_batchsize; ++i) {
  			delete[] fd_result_[i].info;
  			fd_result_[i].info = nullptr;
  		}
  		delete[] fd_result_;
  		fd_result_ = nullptr;
  	}
  
  	return ret;
  }
  
  void face_det_ai_engine::clear()
  {
  	for (auto it = _fd_result.begin(); it != _fd_result.end();)
  	{
  		for (auto &fd : it->second)
  		{
  			delete[] fd.info;
  			fd.info = nullptr;
  		}
  		_fd_result.erase(it++);
  	}
  }
  
  void face_det_ai_engine::add_tracker(std::string task_id, int fusion_interval){
  	LOG_INFO("face: tracker add task {}", task_id.c_str());
  	task_tracker t;
  	t.task_id = task_id;
  	t.tracker.FusionInterval = fusion_interval; // 221117byzsh
  	t.fusion_interval = fusion_interval;
  	task_trackers.insert(std::make_pair(task_id, t));
  }
  
  
  void face_det_ai_engine::finish_task(std::string task_id)
  {
  	LOG_INFO("face: tracker finish task {}", task_id.c_str());
  	auto iter = task_trackers.find(task_id);
  	if (iter != task_trackers.end())
  	{
  		task_trackers.erase(task_id);
  	}
  }