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7fd198	1	package com.iailab.module.model.api;
潘	2
	3	import com.alibaba.fastjson.JSON;
95066d	4	import com.iailab.module.data.api.point.DataPointApi;
D	5	import com.iailab.module.data.api.point.dto.ApiPointValueWriteDTO;
	6	import com.iailab.module.model.api.mcs.dto.StScheduleModelOutDTO;
7fd198	7	import com.iailab.module.model.api.mdk.MdkApi;
潘	8	import com.iailab.module.model.api.mdk.dto.*;
	9	import com.iailab.module.model.mcs.pre.entity.DmModuleEntity;
	10	import com.iailab.module.model.mcs.pre.service.DmModuleService;
	11	import com.iailab.module.model.mcs.pre.service.MmPredictItemService;
95066d	12	import com.iailab.module.model.mcs.sche.service.StScheduleModelOutService;
ac52ae	13	import com.iailab.module.model.mcs.sche.service.StScheduleRecordService;
潘	14	import com.iailab.module.model.mcs.sche.service.StScheduleSchemeService;
7fd198	15	import com.iailab.module.model.mdk.predict.PredictModuleHandler;
9162d9	16	import com.iailab.module.model.mdk.predict.PredictResultHandler;
054fb9	17	import com.iailab.module.model.mdk.schedule.ScheduleModelHandler;
9162d9	18	import com.iailab.module.model.mdk.vo.DataValueVO;
7fd198	19	import com.iailab.module.model.mdk.vo.ItemVO;
潘	20	import com.iailab.module.model.mdk.vo.PredictResultVO;
054fb9	21	import com.iailab.module.model.mdk.vo.ScheduleResultVO;
7fd198	22	import lombok.extern.slf4j.Slf4j;
潘	23	import org.springframework.beans.factory.annotation.Autowired;
9162d9	24	import org.springframework.util.CollectionUtils;
7fd198	25	import org.springframework.validation.annotation.Validated;
潘	26	import org.springframework.web.bind.annotation.RestController;
	27
b2aca2	28	import java.util.*;
7fd198	29	import java.util.stream.Collectors;
潘	30
	31	/**
	32	* @author PanZhibao
	33	* @Description
	34	* @createTime 2024年08月26日
	35	*/
	36	@Slf4j
	37	@RestController
	38	@Validated
	39	public class MdkApiImpl implements MdkApi {
	40
	41	@Autowired
	42	private DmModuleService dmModuleService;
	43
	44	@Autowired
	45	private MmPredictItemService mmPredictItemService;
	46
	47	@Autowired
	48	private PredictModuleHandler predictModuleHandler;
9162d9	49
潘	50	@Autowired
	51	private PredictResultHandler predictResultHandler;
054fb9	52
潘	53	@Autowired
	54	private ScheduleModelHandler scheduleModelHandler;
ac52ae	55
潘	56	@Autowired
	57	private StScheduleRecordService stScheduleRecordService;
	58
	59	@Autowired
	60	private StScheduleSchemeService stScheduleSchemeService;
95066d	61
D	62	@Autowired
	63	private StScheduleModelOutService stScheduleModelOutService;
	64
	65	@Autowired
	66	private DataPointApi dataPointApi;
7fd198	67
潘	68	/**
	69	* 按模块预测
	70	*
	71	* @param reqDTO
	72	* @return
	73	*/
	74	@Override
148842	75	public MdkPredictModuleRespDTO predictModule(MdkPredictReqDTO reqDTO) {
7fd198	76	MdkPredictModuleRespDTO resp = new MdkPredictModuleRespDTO();
69bd5e	77	resp.setPredictTime(reqDTO.getPredictTime());
D	78	resp.setModuleType(reqDTO.getModuleType());
	79
7fd198	80	Map<String, MdkPredictItemRespDTO> predictItemRespMap = new HashMap<>();
潘	81	try {
	82	if (reqDTO.getPredictTime() == null) {
	83	throw new Exception("PredictTime不能为空");
	84	}
	85	if (reqDTO.getModuleType() == null) {
	86	throw new Exception("ModuleType不能为空");
	87	}
b2aca2	88	Calendar calendar = Calendar.getInstance();
D	89	calendar.setTime(reqDTO.getPredictTime());
	90	calendar.set(Calendar.MILLISECOND, 0);
	91	calendar.set(Calendar.SECOND, 0);
	92	reqDTO.setPredictTime(calendar.getTime());
7fd198	93	log.info("预测参数：" + JSON.toJSONString(reqDTO));
潘	94	MdkPredictModuleRespDTO result = new MdkPredictModuleRespDTO();
	95	result.setPredictTime(reqDTO.getPredictTime());
	96	result.setModuleType(reqDTO.getModuleType());
	97	List<DmModuleEntity> moduleList = dmModuleService.getModuleByModuleType(reqDTO.getModuleType());
	98	log.info("预测计算开始: " + System.currentTimeMillis());
	99	for (DmModuleEntity module : moduleList) {
	100	int intervalTime = 0;
	101	if (module.getPredicttime() != null) {
	102	intervalTime = (int) (reqDTO.getPredictTime().getTime() - module.getPredicttime().getTime()) / (1000 * 60);
	103	}
	104	List<ItemVO> predictItemList = mmPredictItemService.getByModuleId(module.getId());
07890e	105	Map<String, PredictResultVO> predictResultMap = new HashMap<>(predictItemList.size());
D	106	// 分组，先运行normal预测项，再将结果传递给merge预测项
	107	List<ItemVO> normalItems = predictItemList.stream().filter(e -> e.getItemType().equals("NormalItem")).collect(Collectors.toList());
	108	if (!CollectionUtils.isEmpty(normalItems)) {
ac52ae	109	predictModuleHandler.predict(normalItems, reqDTO.getPredictTime(), intervalTime, predictResultMap);
fde993	110	List<ItemVO> mergeItems = predictItemList.stream().filter(e -> e.getItemType().equals("MergeItem")).collect(Collectors.toList());
D	111	if (!CollectionUtils.isEmpty(mergeItems)) {
ac52ae	112	predictModuleHandler.predict(mergeItems, reqDTO.getPredictTime(), intervalTime, predictResultMap);
07890e	113	}
D	114	}
4f1717	115	// 更新Module时间
潘	116	dmModuleService.updatePredictTime(module.getId(), reqDTO.getPredictTime());
	117	if (reqDTO.getIsResult() == null \|\| !reqDTO.getIsResult()) {
	118	return resp;
	119	}
	120	for (Map.Entry<String, PredictResultVO> entry : predictResultMap.entrySet()) {
	121	MdkPredictItemRespDTO itemResp = new MdkPredictItemRespDTO();
	122	itemResp.setItemId(entry.getKey());
	123	itemResp.setPredictTime(reqDTO.getPredictTime());
	124	Map<String, List<MdkPredictDataDTO>> itemPredictData = new HashMap<>();
	125
	126	Map<String, List<DataValueVO>> predictLists = predictResultHandler.convertToPredictData2(entry.getValue());
	127	for (Map.Entry<String, List<DataValueVO>> dataListEntry : predictLists.entrySet()) {
	128	List<MdkPredictDataDTO> predictData = dataListEntry.getValue().stream().map(t -> {
	129	MdkPredictDataDTO dto1 = new MdkPredictDataDTO();
	130	dto1.setDataTime(t.getDataTime());
	131	dto1.setDataValue(t.getDataValue());
	132	return dto1;
	133	}).collect(Collectors.toList());
	134	itemPredictData.put(dataListEntry.getKey(), predictData);
	135	}
	136	itemResp.setPredictData(itemPredictData);
	137	predictItemRespMap.put(entry.getKey(), itemResp);
	138	}
7fd198	139	}
潘	140	log.info("预测计算结束: " + System.currentTimeMillis());
	141	} catch (Exception ex) {
148842	142	ex.printStackTrace();
潘	143	return resp;
7fd198	144	}
潘	145	resp.setPredictItemRespMap(predictItemRespMap);
148842	146	return resp;
7fd198	147	}
潘	148
	149	/**
	150	* 单个预测
	151	*
	152	* @param reqDTO
	153	* @return
	154	*/
	155	@Override
148842	156	public MdkPredictItemRespDTO predictItem(MdkPredictReqDTO reqDTO) {
7fd198	157	MdkPredictItemRespDTO resp = new MdkPredictItemRespDTO();
9162d9	158	try {
1178da	159
D	160	ItemVO itemByItemNo = mmPredictItemService.getItemByItemNo(reqDTO.getItemNo());
	161	List<ItemVO> predictItemList = new ArrayList<>();
	162	predictItemList.add(itemByItemNo);
	163	Map<String, PredictResultVO> predictResultMap = new HashMap<>(predictItemList.size());
ac52ae	164	predictModuleHandler.predict(predictItemList, reqDTO.getPredictTime(), 0, predictResultMap);
1178da	165
D	166	Map<String, List<MdkPredictDataDTO>> itemPredictData = new HashMap<>();
	167
	168	Map<String, List<DataValueVO>> predictLists = predictResultHandler.convertToPredictData2(predictResultMap.get(reqDTO.getItemNo()));
	169	for (Map.Entry<String, List<DataValueVO>> dataListEntry : predictLists.entrySet()) {
	170	List<MdkPredictDataDTO> predictData = dataListEntry.getValue().stream().map(t -> {
	171	MdkPredictDataDTO dto1 = new MdkPredictDataDTO();
	172	dto1.setDataTime(t.getDataTime());
	173	dto1.setDataValue(t.getDataValue());
	174	return dto1;
	175	}).collect(Collectors.toList());
	176	itemPredictData.put(dataListEntry.getKey(), predictData);
9162d9	177	}
1178da	178	resp.setItemId(reqDTO.getItemNo());
9162d9	179	resp.setPredictTime(reqDTO.getPredictTime());
1178da	180	resp.setPredictData(itemPredictData);
D	181	} catch (Exception e) {
	182	throw new RuntimeException(e);
9162d9	183	}
潘	184
148842	185	return resp;
7fd198	186	}
潘	187
	188	/**
	189	* 预测调整
	190	*
	191	* @param reqDTO
	192	* @return
	193	*/
	194	@Override
148842	195	public Boolean predictAutoAdjust(MdkPredictReqDTO reqDTO) {
7fd198	196
潘	197
148842	198	return true;
7fd198	199	}
潘	200
	201	/**
	202	* 执行调度模型
	203	*
	204	* @param reqDTO
	205	* @return
	206	*/
	207	@Override
148842	208	public MdkScheduleRespDTO doSchedule(MdkScheduleReqDTO reqDTO) {
7fd198	209	MdkScheduleRespDTO resp = new MdkScheduleRespDTO();
054fb9	210	resp.setScheduleCode(reqDTO.getScheduleCode());
潘	211	resp.setScheduleTime(reqDTO.getScheduleTime());
	212	try {
	213	log.info("调度计算开始: " + System.currentTimeMillis());
51c1c2	214	ScheduleResultVO scheduleResult = scheduleModelHandler.doSchedule(reqDTO.getScheduleCode(), reqDTO.getScheduleTime());
b2bb7d	215	resp.setStatusCode(scheduleResult.getResultCode());
054fb9	216	resp.setResult(scheduleResult.getResult());
ac52ae	217	stScheduleRecordService.create(scheduleResult);
b2bb7d	218	stScheduleSchemeService.updateTime(scheduleResult.getSchemeId(), scheduleResult.getScheduleTime(), scheduleResult.getResultCode());
054fb9	219	log.info("预测计算结束: " + System.currentTimeMillis());
潘	220	} catch (Exception ex) {
	221	log.info("调度计算异常: " + System.currentTimeMillis());
ac52ae	222	ex.printStackTrace();
148842	223	return resp;
054fb9	224	}
148842	225	return resp;
7fd198	226	}
95066d	227
D	228	@Override
	229	public Boolean scheduleModelOut(MdkScheduleRespDTO dto) {
	230	String modelId = stScheduleSchemeService.getByCode(dto.getScheduleCode()).getModelId();
	231	Map<String,Object> result = dto.getResult();
	232	List<StScheduleModelOutDTO> list = stScheduleModelOutService.list(modelId);
	233	try{
	234	list.forEach(
	235	item -> {
	236	double value = 0;
	237	//判断点位是否下发以及返回结果是否存在
	238	if(item.getIsWrite()==1){
	239	if(result.get(item.getResultKey())==null){
	240	log.error(result.get(item.getResultKey()) + "resultKey匹配失败");
	241	}
	242	Object resultValue = result.get(item.getResultKey());
	243	//判断解析方式
	244	if(item.getResultType().equals("double")){
	245	if(resultValue instanceof Double) {
	246	value = (Double) resultValue;
	247	}
	248	}else if(item.getResultType().equals("double[]")){
	249	ArrayList<Double> doubleList = (ArrayList<Double>) resultValue;
	250	double[] array = new double[doubleList.size()];
	251	for (int i = 0; i < doubleList.size(); i++) {
	252	array[i] = doubleList.get(i);
	253	}
	254	if(array!= null && item.getResultPort() < array.length){
	255	value = array[item.getResultPort()];
	256	}else{
	257	log.error(result.get(item.getResultKey()) + "下角标超限");
	258	}
	259
	260	}else if(item.getResultType().equals("double[][]")){
	261	if (item.getResultType().equals("double[][]")) {
	262	if (resultValue instanceof ArrayList) {
	263	ArrayList<ArrayList<Double>> doubleListList = (ArrayList<ArrayList<Double>>) resultValue;
	264	double[][] array = new double[doubleListList.size()][];
	265	for (int i = 0; i < doubleListList.size(); i++) {
	266	ArrayList<Double> doubleList = doubleListList.get(i);
	267	array[i] = new double[doubleList.size()];
	268	for (int j = 0; j < doubleList.size(); j++) {
	269	array[i][j] = doubleList.get(j);
	270	}
	271	}
	272	if (array != null && item.getResultPort() < array.length && item.getResultIndex() < array[item.getResultPort()].length) {
	273	value = array[item.getResultPort()][item.getResultIndex()];
	274	} else {
	275	log.error(result.get(item.getResultKey()) + "下标超限");
	276	}
	277	}
	278	}
	279	}
	280	//下发到point点位
	281	ApiPointValueWriteDTO ApiPointValueWriteDTO = new ApiPointValueWriteDTO();
	282	ApiPointValueWriteDTO.setPointNo(item.getPointNo());
	283	ApiPointValueWriteDTO.setValue(value);
	284	if (!dataPointApi.writePointRealValue(ApiPointValueWriteDTO)) {
	285	log.error(result.get(item.getResultKey()) + "下发数据异常");
	286	}
	287
	288	}
	289	}
	290	);
	291	}catch (Exception ex){
	292	log.error("下发数据异常");
	293	ex.printStackTrace();
	294	}
	295	return true;
	296	}
7fd198	297	}