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054fb9	1	package com.iailab.module.model.mdk.schedule.impl;
潘	2
07890e	3	import com.alibaba.fastjson.JSON;
054fb9	4	import com.alibaba.fastjson.JSONArray;
潘	5	import com.alibaba.fastjson.JSONObject;
	6	import com.iail.model.IAILModel;
51c1c2	7	import com.iailab.module.model.common.enums.CommonConstant;
054fb9	8	import com.iailab.module.model.mcs.sche.entity.StScheduleModelEntity;
bbc1ee	9	import com.iailab.module.model.mcs.sche.entity.StScheduleModelSettingEntity;
潘	10	import com.iailab.module.model.mcs.sche.entity.StScheduleSchemeEntity;
054fb9	11	import com.iailab.module.model.mcs.sche.service.StScheduleModelService;
bbc1ee	12	import com.iailab.module.model.mcs.sche.service.StScheduleModelSettingService;
潘	13	import com.iailab.module.model.mcs.sche.service.StScheduleSchemeService;
054fb9	14	import com.iailab.module.model.mdk.common.enums.TypeA;
潘	15	import com.iailab.module.model.mdk.common.exceptions.ModelInvokeException;
	16	import com.iailab.module.model.mdk.sample.SampleConstructor;
	17	import com.iailab.module.model.mdk.sample.dto.SampleData;
	18	import com.iailab.module.model.mdk.schedule.ScheduleModelHandler;
	19	import com.iailab.module.model.mdk.vo.ScheduleResultVO;
45520a	20	import com.iailab.module.model.mpk.common.MdkConstant;
51c1c2	21	import com.iailab.module.model.mpk.common.utils.DllUtils;
054fb9	22	import lombok.extern.slf4j.Slf4j;
潘	23	import org.springframework.beans.factory.annotation.Autowired;
	24	import org.springframework.stereotype.Component;
	25	import org.springframework.util.CollectionUtils;
	26
	27	import java.text.MessageFormat;
45520a	28	import java.util.Date;
D	29	import java.util.HashMap;
	30	import java.util.List;
6c2ff1	31	import java.util.Map;
054fb9	32
潘	33	/**
	34	* @author PanZhibao
	35	* @Description
	36	* @createTime 2024年09月05日
	37	*/
	38	@Slf4j
	39	@Component
	40	public class ScheduleModelHandlerImpl implements ScheduleModelHandler {
	41
	42	@Autowired
bbc1ee	43	private StScheduleSchemeService stScheduleSchemeService;
潘	44
	45	@Autowired
054fb9	46	private StScheduleModelService stScheduleModelService;
潘	47
	48	@Autowired
bbc1ee	49	private StScheduleModelSettingService stScheduleModelSettingService;
054fb9	50
潘	51	@Autowired
	52	private SampleConstructor sampleConstructor;
	53
	54	@Override
6c2ff1	55	public ScheduleResultVO doSchedule(String schemeCode, Date scheduleTime, Map<Integer, Integer> dynamicDataLength) throws ModelInvokeException {
054fb9	56	ScheduleResultVO scheduleResult = new ScheduleResultVO();
bbc1ee	57	StScheduleSchemeEntity scheduleScheme = stScheduleSchemeService.getByCode(schemeCode);
b425df	58	StScheduleModelEntity scheduleModel = stScheduleModelService.get(scheduleScheme.getModelId());
bbc1ee	59	if (scheduleModel == null) {
054fb9	60	throw new ModelInvokeException(MessageFormat.format("{0},modelId={1}",
bbc1ee	61	ModelInvokeException.errorGetModelEntity, scheduleModel.getId()));
054fb9	62	}
bbc1ee	63	String modelId = scheduleModel.getId();
054fb9	64	try {
潘	65	//1.根据模型id构造模型输入样本
07890e	66	long now = System.currentTimeMillis();
6c2ff1	67	List<SampleData> sampleDataList = sampleConstructor.constructSample(TypeA.Schedule.name(), modelId, scheduleTime,
潘	68	scheduleScheme.getName(), dynamicDataLength);
07890e	69	log.info("构造模型输入样本消耗时长：" + (System.currentTimeMillis() - now) / 1000 + "秒");
054fb9	70	if (CollectionUtils.isEmpty(sampleDataList)) {
bbc1ee	71	log.info("调度模型构造样本失败，schemeCode=" + schemeCode);
054fb9	72	return null;
潘	73	}
	74
45520a	75	IAILModel newModelBean = composeNewModelBean(scheduleModel);
D	76	HashMap<String, Object> settings = getScheduleSettingsByModelId(modelId);
	77	if (settings == null) {
	78	log.error("模型setting不存在，modelId=" + modelId);
	79	return null;
	80	}
	81	// 校验setting必须有pyFile，否则可能导致程序崩溃
	82	if (!settings.containsKey(MdkConstant.PY_FILE_KEY)) {
	83	log.error("模型设置参数缺少必要信息【" + MdkConstant.PY_FILE_KEY + "】,请重新上传模型！");
	84	return null;
	85	}
	86	int portLength = sampleDataList.size();
	87	Object[] param2Values = new Object[portLength + 1];
	88	for (int i = 0; i < portLength; i++) {
054fb9	89	param2Values[i] = sampleDataList.get(i).getMatrix();
潘	90	}
45520a	91	param2Values[portLength] = settings;
054fb9	92
45520a	93	log.info("#######################调度模型 " + scheduleModel.getModelName() + " ##########################");
07890e	94	log.info("参数： " + JSON.toJSONString(param2Values));
45520a	95	//IAILMDK.run
c204b3	96	HashMap<String, Object> modelResult = DllUtils.run(newModelBean, param2Values, scheduleScheme.getMpkprojectid());
b2bb7d	97	if (!modelResult.containsKey(CommonConstant.MDK_STATUS_CODE) \|\| !modelResult.containsKey(CommonConstant.MDK_RESULT)) {
11a742	98	log.info("模型结果异常：" + modelResult);
51c1c2	99	}
8a6b19	100	String statusCode = modelResult.get(CommonConstant.MDK_STATUS_CODE).toString();
11a742	101	HashMap<String, Object> result = new HashMap<>();
潘	102	if (modelResult.containsKey(CommonConstant.MDK_RESULT) && modelResult.get(CommonConstant.MDK_RESULT) != null &&
	103	CommonConstant.MDK_STATUS_100.equals(modelResult.get(CommonConstant.MDK_STATUS_CODE).toString())) {
	104	result = (HashMap<String, Object>) modelResult.get(CommonConstant.MDK_RESULT);
	105	}
054fb9	106	//打印结果
潘	107	JSONObject jsonObjResult = new JSONObject();
b2bb7d	108	jsonObjResult.put("result", result);
054fb9	109	log.info(String.valueOf(jsonObjResult));
潘	110
	111	//5.返回调度结果
8a6b19	112	scheduleResult.setResultCode(statusCode);
b2bb7d	113	scheduleResult.setResult(result);
054fb9	114	scheduleResult.setModelId(modelId);
bbc1ee	115	scheduleResult.setSchemeId(scheduleScheme.getId());
054fb9	116	scheduleResult.setScheduleTime(scheduleTime);
潘	117	} catch (Exception ex) {
	118	log.error("IAILMDK.run()执行失败");
	119	log.error(ex.getMessage());
	120	log.error("调用发生异常，异常信息为:{}", ex);
	121	ex.printStackTrace();
	122	}
	123	return scheduleResult;
	124	}
	125
	126	/**
	127	* 根据模型id获取参数map
	128	*
	129	* @param modelId
	130	* @return
	131	*/
45520a	132	private HashMap<String, Object> getScheduleSettingsByModelId(String modelId) {
bbc1ee	133	List<StScheduleModelSettingEntity> list = stScheduleModelSettingService.getByModelId(modelId);
054fb9	134	if (CollectionUtils.isEmpty(list)) {
潘	135	return null;
	136	}
	137	HashMap<String, Object> result = new HashMap<>();
bbc1ee	138	for (StScheduleModelSettingEntity entry : list) {
45520a	139	String valueType = entry.getValuetype().trim(); //去除两端空格
054fb9	140	if ("int".equals(valueType)) {
45520a	141	int value = Integer.parseInt(entry.getValue());
054fb9	142	result.put(entry.getKey(), value);
潘	143	} else if ("double".equals(valueType)) {
45520a	144	double value = Double.parseDouble(entry.getValue());
054fb9	145	result.put(entry.getKey(), value);
潘	146	} else if ("string".equals(valueType)) {
45520a	147	String value = entry.getValue();
054fb9	148	result.put(entry.getKey(), value);
潘	149	} else if ("decimalArray".equals(valueType)) {
	150	JSONArray valueArray = JSONArray.parseArray(entry.getValue());
	151	double[] value = new double[valueArray.size()];
	152	for (int i = 0; i < valueArray.size(); i++) {
	153	value[i] = Double.parseDouble(valueArray.get(i).toString());
	154	}
	155	result.put(entry.getKey(), value);
	156	} else if ("decimal".equals(valueType)) {
	157	double value = Double.parseDouble(entry.getValue());
	158	result.put(entry.getKey(), value);
	159	}
	160	}
	161	return result;
	162	}
45520a	163
D	164	private IAILModel composeNewModelBean(StScheduleModelEntity model) {
	165	IAILModel newModelBean = new IAILModel();
	166	newModelBean.setClassName(model.getClassName().trim());
	167	newModelBean.setMethodName(model.getMethodName().trim());
	168	//构造参数类型
	169	Class<?>[] paramsArray = new Class[model.getPortLength() + 1];
	170	for (int i = 0; i < model.getPortLength(); i++) {
	171	paramsArray[i] = double[][].class;
	172	}
	173	paramsArray[model.getPortLength()] = HashMap.class;
	174	newModelBean.setParamsArray(paramsArray);
	175	//
	176	// HashMap<String, Object> dataMap = new HashMap<>();
	177	// newModelBean.setDataMap(dataMap);
	178	return newModelBean;
	179	}
054fb9	180	}