package com.xindao.ocr.smartjavaai.model.plate.criteria; import ai.djl.Device; import ai.djl.modality.cv.Image; import ai.djl.modality.cv.output.DetectedObjects; import ai.djl.repository.zoo.Criteria; import ai.djl.training.util.ProgressBar; import cn.smartjavaai.common.enums.DeviceEnum; import com.xindao.ocr.smartjavaai.config.PlateDetModelConfig; import com.xindao.ocr.smartjavaai.enums.PlateDetModelEnum; import com.xindao.ocr.smartjavaai.model.plate.translator.Yolo5PlateDetectTranslator; import com.xindao.ocr.smartjavaai.model.plate.translator.Yolov7PlateDetectTranslator; import org.apache.commons.lang3.StringUtils; import java.nio.file.Paths; import java.util.Objects; import java.util.concurrent.ConcurrentHashMap; /** * @author dwj * @date 2025/7/8 */ public class PlateDetCriterialFactory { public static Criteria createCriteria(PlateDetModelConfig config) { Device device = null; if(!Objects.isNull(config.getDevice())){ device = config.getDevice() == DeviceEnum.CPU ? Device.cpu() : Device.gpu(config.getGpuId()); } Criteria criteria = null; ConcurrentHashMap params = new ConcurrentHashMap(); params.putAll(config.getCustomParams()); if(StringUtils.isNotBlank(config.getBatchifier())){ params.put("batchifier", config.getBatchifier()); } if(config.getModelEnum() == PlateDetModelEnum.YOLOV5){ criteria = Criteria.builder() .optEngine("OnnxRuntime") .setTypes(Image.class, DetectedObjects.class) .optModelPath(Paths.get(config.getModelPath())) .optTranslator(new Yolo5PlateDetectTranslator(params)) .optDevice(device) .optProgress(new ProgressBar()) .build(); }else if (config.getModelEnum() == PlateDetModelEnum.YOLOV7){ criteria = Criteria.builder() .optEngine("OnnxRuntime") .setTypes(Image.class, DetectedObjects.class) .optModelPath(Paths.get(config.getModelPath())) .optTranslator(new Yolov7PlateDetectTranslator(params)) .optDevice(device) .optProgress(new ProgressBar()) .build(); } // else if (config.getModelEnum() == PlateDetModelEnum.YOLOV8){ // criteria = // Criteria.builder() // .optEngine("OnnxRuntime") // .setTypes(Image.class, DetectedObjects.class) // .optModelPath(Paths.get(config.getModelPath())) // .optTranslator(new Yolov8PlateDetectTranslator(params)) // .optDevice(device) // .optProgress(new ProgressBar()) // .build(); // } return criteria; } }