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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.*;
2b47c5	9	import com.iailab.module.model.common.enums.IsWriteEnum;
D	10	import com.iailab.module.model.common.enums.ModelOutResultType;
	11	import com.iailab.module.model.common.enums.OutResultType;
7fd198	12	import com.iailab.module.model.mcs.pre.entity.DmModuleEntity;
潘	13	import com.iailab.module.model.mcs.pre.service.DmModuleService;
	14	import com.iailab.module.model.mcs.pre.service.MmPredictItemService;
95066d	15	import com.iailab.module.model.mcs.sche.service.StScheduleModelOutService;
ac52ae	16	import com.iailab.module.model.mcs.sche.service.StScheduleRecordService;
潘	17	import com.iailab.module.model.mcs.sche.service.StScheduleSchemeService;
7fd198	18	import com.iailab.module.model.mdk.predict.PredictModuleHandler;
9162d9	19	import com.iailab.module.model.mdk.predict.PredictResultHandler;
054fb9	20	import com.iailab.module.model.mdk.schedule.ScheduleModelHandler;
9162d9	21	import com.iailab.module.model.mdk.vo.DataValueVO;
7fd198	22	import com.iailab.module.model.mdk.vo.ItemVO;
潘	23	import com.iailab.module.model.mdk.vo.PredictResultVO;
054fb9	24	import com.iailab.module.model.mdk.vo.ScheduleResultVO;
7fd198	25	import lombok.extern.slf4j.Slf4j;
潘	26	import org.springframework.beans.factory.annotation.Autowired;
9162d9	27	import org.springframework.util.CollectionUtils;
7fd198	28	import org.springframework.validation.annotation.Validated;
潘	29	import org.springframework.web.bind.annotation.RestController;
	30
b2aca2	31	import java.util.*;
7fd198	32	import java.util.stream.Collectors;
2b47c5	33
D	34	import static com.iailab.module.model.common.enums.ModelOutResultType.D;
7fd198	35
潘	36	/**
	37	* @author PanZhibao
	38	* @Description
	39	* @createTime 2024年08月26日
	40	*/
	41	@Slf4j
	42	@RestController
	43	@Validated
	44	public class MdkApiImpl implements MdkApi {
	45
	46	@Autowired
	47	private DmModuleService dmModuleService;
	48
	49	@Autowired
	50	private MmPredictItemService mmPredictItemService;
	51
	52	@Autowired
	53	private PredictModuleHandler predictModuleHandler;
9162d9	54
潘	55	@Autowired
	56	private PredictResultHandler predictResultHandler;
054fb9	57
潘	58	@Autowired
	59	private ScheduleModelHandler scheduleModelHandler;
ac52ae	60
潘	61	@Autowired
	62	private StScheduleRecordService stScheduleRecordService;
	63
	64	@Autowired
	65	private StScheduleSchemeService stScheduleSchemeService;
95066d	66
D	67	@Autowired
	68	private StScheduleModelOutService stScheduleModelOutService;
	69
	70	@Autowired
	71	private DataPointApi dataPointApi;
7fd198	72
潘	73	/**
	74	* 按模块预测
	75	*
	76	* @param reqDTO
	77	* @return
	78	*/
	79	@Override
148842	80	public MdkPredictModuleRespDTO predictModule(MdkPredictReqDTO reqDTO) {
7fd198	81	MdkPredictModuleRespDTO resp = new MdkPredictModuleRespDTO();
69bd5e	82	resp.setPredictTime(reqDTO.getPredictTime());
D	83	resp.setModuleType(reqDTO.getModuleType());
	84
7fd198	85	Map<String, MdkPredictItemRespDTO> predictItemRespMap = new HashMap<>();
潘	86	try {
	87	if (reqDTO.getPredictTime() == null) {
	88	throw new Exception("PredictTime不能为空");
	89	}
	90	if (reqDTO.getModuleType() == null) {
	91	throw new Exception("ModuleType不能为空");
	92	}
b2aca2	93	Calendar calendar = Calendar.getInstance();
D	94	calendar.setTime(reqDTO.getPredictTime());
	95	calendar.set(Calendar.MILLISECOND, 0);
	96	calendar.set(Calendar.SECOND, 0);
	97	reqDTO.setPredictTime(calendar.getTime());
7fd198	98	log.info("预测参数：" + JSON.toJSONString(reqDTO));
潘	99	MdkPredictModuleRespDTO result = new MdkPredictModuleRespDTO();
	100	result.setPredictTime(reqDTO.getPredictTime());
	101	result.setModuleType(reqDTO.getModuleType());
	102	List<DmModuleEntity> moduleList = dmModuleService.getModuleByModuleType(reqDTO.getModuleType());
	103	log.info("预测计算开始: " + System.currentTimeMillis());
	104	for (DmModuleEntity module : moduleList) {
	105	int intervalTime = 0;
	106	if (module.getPredicttime() != null) {
	107	intervalTime = (int) (reqDTO.getPredictTime().getTime() - module.getPredicttime().getTime()) / (1000 * 60);
	108	}
	109	List<ItemVO> predictItemList = mmPredictItemService.getByModuleId(module.getId());
07890e	110	Map<String, PredictResultVO> predictResultMap = new HashMap<>(predictItemList.size());
D	111	// 分组，先运行normal预测项，再将结果传递给merge预测项
	112	List<ItemVO> normalItems = predictItemList.stream().filter(e -> e.getItemType().equals("NormalItem")).collect(Collectors.toList());
	113	if (!CollectionUtils.isEmpty(normalItems)) {
ac52ae	114	predictModuleHandler.predict(normalItems, reqDTO.getPredictTime(), intervalTime, predictResultMap);
fde993	115	List<ItemVO> mergeItems = predictItemList.stream().filter(e -> e.getItemType().equals("MergeItem")).collect(Collectors.toList());
D	116	if (!CollectionUtils.isEmpty(mergeItems)) {
ac52ae	117	predictModuleHandler.predict(mergeItems, reqDTO.getPredictTime(), intervalTime, predictResultMap);
07890e	118	}
D	119	}
4f1717	120	// 更新Module时间
潘	121	dmModuleService.updatePredictTime(module.getId(), reqDTO.getPredictTime());
	122	if (reqDTO.getIsResult() == null \|\| !reqDTO.getIsResult()) {
	123	return resp;
	124	}
	125	for (Map.Entry<String, PredictResultVO> entry : predictResultMap.entrySet()) {
	126	MdkPredictItemRespDTO itemResp = new MdkPredictItemRespDTO();
	127	itemResp.setItemId(entry.getKey());
	128	itemResp.setPredictTime(reqDTO.getPredictTime());
	129	Map<String, List<MdkPredictDataDTO>> itemPredictData = new HashMap<>();
	130
	131	Map<String, List<DataValueVO>> predictLists = predictResultHandler.convertToPredictData2(entry.getValue());
	132	for (Map.Entry<String, List<DataValueVO>> dataListEntry : predictLists.entrySet()) {
	133	List<MdkPredictDataDTO> predictData = dataListEntry.getValue().stream().map(t -> {
	134	MdkPredictDataDTO dto1 = new MdkPredictDataDTO();
	135	dto1.setDataTime(t.getDataTime());
	136	dto1.setDataValue(t.getDataValue());
	137	return dto1;
	138	}).collect(Collectors.toList());
	139	itemPredictData.put(dataListEntry.getKey(), predictData);
	140	}
	141	itemResp.setPredictData(itemPredictData);
	142	predictItemRespMap.put(entry.getKey(), itemResp);
	143	}
7fd198	144	}
潘	145	log.info("预测计算结束: " + System.currentTimeMillis());
	146	} catch (Exception ex) {
148842	147	ex.printStackTrace();
潘	148	return resp;
7fd198	149	}
潘	150	resp.setPredictItemRespMap(predictItemRespMap);
148842	151	return resp;
7fd198	152	}
潘	153
	154	/**
	155	* 单个预测
	156	*
	157	* @param reqDTO
	158	* @return
	159	*/
	160	@Override
148842	161	public MdkPredictItemRespDTO predictItem(MdkPredictReqDTO reqDTO) {
7fd198	162	MdkPredictItemRespDTO resp = new MdkPredictItemRespDTO();
9162d9	163	try {
1178da	164
D	165	ItemVO itemByItemNo = mmPredictItemService.getItemByItemNo(reqDTO.getItemNo());
	166	List<ItemVO> predictItemList = new ArrayList<>();
	167	predictItemList.add(itemByItemNo);
	168	Map<String, PredictResultVO> predictResultMap = new HashMap<>(predictItemList.size());
ac52ae	169	predictModuleHandler.predict(predictItemList, reqDTO.getPredictTime(), 0, predictResultMap);
1178da	170
D	171	Map<String, List<MdkPredictDataDTO>> itemPredictData = new HashMap<>();
	172
	173	Map<String, List<DataValueVO>> predictLists = predictResultHandler.convertToPredictData2(predictResultMap.get(reqDTO.getItemNo()));
	174	for (Map.Entry<String, List<DataValueVO>> dataListEntry : predictLists.entrySet()) {
	175	List<MdkPredictDataDTO> predictData = dataListEntry.getValue().stream().map(t -> {
	176	MdkPredictDataDTO dto1 = new MdkPredictDataDTO();
	177	dto1.setDataTime(t.getDataTime());
	178	dto1.setDataValue(t.getDataValue());
	179	return dto1;
	180	}).collect(Collectors.toList());
	181	itemPredictData.put(dataListEntry.getKey(), predictData);
9162d9	182	}
1178da	183	resp.setItemId(reqDTO.getItemNo());
9162d9	184	resp.setPredictTime(reqDTO.getPredictTime());
1178da	185	resp.setPredictData(itemPredictData);
D	186	} catch (Exception e) {
	187	throw new RuntimeException(e);
9162d9	188	}
潘	189
148842	190	return resp;
7fd198	191	}
潘	192
	193	/**
	194	* 预测调整
	195	*
	196	* @param reqDTO
	197	* @return
	198	*/
	199	@Override
148842	200	public Boolean predictAutoAdjust(MdkPredictReqDTO reqDTO) {
7fd198	201
潘	202
148842	203	return true;
7fd198	204	}
潘	205
	206	/**
	207	* 执行调度模型
	208	*
	209	* @param reqDTO
	210	* @return
	211	*/
	212	@Override
148842	213	public MdkScheduleRespDTO doSchedule(MdkScheduleReqDTO reqDTO) {
7fd198	214	MdkScheduleRespDTO resp = new MdkScheduleRespDTO();
054fb9	215	resp.setScheduleCode(reqDTO.getScheduleCode());
潘	216	resp.setScheduleTime(reqDTO.getScheduleTime());
	217	try {
	218	log.info("调度计算开始: " + System.currentTimeMillis());
81ce77	219	ScheduleResultVO scheduleResult = scheduleModelHandler.doSchedule(reqDTO.getScheduleCode(), reqDTO.getScheduleTime(),
潘	220	reqDTO.getDynamicDataLength(), reqDTO.getDynamicSettings());
b2bb7d	221	resp.setStatusCode(scheduleResult.getResultCode());
054fb9	222	resp.setResult(scheduleResult.getResult());
ac52ae	223	stScheduleRecordService.create(scheduleResult);
b2bb7d	224	stScheduleSchemeService.updateTime(scheduleResult.getSchemeId(), scheduleResult.getScheduleTime(), scheduleResult.getResultCode());
054fb9	225	log.info("预测计算结束: " + System.currentTimeMillis());
潘	226	} catch (Exception ex) {
	227	log.info("调度计算异常: " + System.currentTimeMillis());
ac52ae	228	ex.printStackTrace();
148842	229	return resp;
054fb9	230	}
148842	231	return resp;
7fd198	232	}
95066d	233
D	234	@Override
	235	public Boolean scheduleModelOut(MdkScheduleRespDTO dto) {
	236	String modelId = stScheduleSchemeService.getByCode(dto.getScheduleCode()).getModelId();
2b47c5	237	Map<String, Object> result = dto.getResult();
D	238	List<StScheduleModelOutDTO> list = stScheduleModelOutService.list(modelId);
	239	try {
	240	for (StScheduleModelOutDTO stScheduleModelOutDTO : list) {
	241	double value = 0;
	242	//判断点位是否下发
	243	if (stScheduleModelOutDTO.getIsWrite().equals(IsWriteEnum.NOTWRITE.value())) {
	244	continue;
	245	}
	246	//返回结果是否存在
	247	if (result.get(stScheduleModelOutDTO.getResultKey()) == null) {
	248	log.error(result.get(stScheduleModelOutDTO.getResultKey()) + "resultKey匹配失败");
	249	continue;
	250	}
	251	Object resultValue = result.get(stScheduleModelOutDTO.getResultKey());
	252	//判断解析方式
	253	ModelOutResultType modelOutResultType = ModelOutResultType.getEumByCode(stScheduleModelOutDTO.getResultType());
	254	switch (modelOutResultType) {
	255	case D:
	256	value = (Double) resultValue;
	257	break;
	258	case D1:
	259	ArrayList<Double> doubleList = (ArrayList<Double>) resultValue;
	260	double[] array1 = new double[doubleList.size()];
	261	for (int i = 0; i < doubleList.size(); i++) {
	262	array1[i] = doubleList.get(i);
95066d	263	}
2b47c5	264	if (stScheduleModelOutDTO.getResultPort() < array1.length) {
D	265	value = array1[stScheduleModelOutDTO.getResultPort()];
	266	} else {
	267	log.error(result.get(stScheduleModelOutDTO.getResultKey()) + "下角标超限");
	268	}
	269	break;
	270	case D2:
	271	ArrayList<ArrayList<Double>> doubleListList = (ArrayList<ArrayList<Double>>) resultValue;
	272	double[][] array2 = new double[doubleListList.size()][];
	273	for (int i = 0; i < doubleListList.size(); i++) {
	274	ArrayList<Double> doubleList2 = doubleListList.get(i);
	275	array2[i] = new double[doubleList2.size()];
	276	for (int j = 0; j < doubleList2.size(); j++) {
	277	array2[i][j] = doubleList2.get(j);
	278	}
	279	}
	280	if (stScheduleModelOutDTO.getResultPort() < array2.length && stScheduleModelOutDTO.getResultIndex() < array2[stScheduleModelOutDTO.getResultPort()].length) {
	281	value = array2[stScheduleModelOutDTO.getResultPort()][stScheduleModelOutDTO.getResultIndex()];
	282	} else {
	283	log.error(result.get(stScheduleModelOutDTO.getResultKey()) + "下标超限");
	284	}
	285	break;
	286	}
	287	//下发到point点位
	288	ApiPointValueWriteDTO ApiPointValueWriteDTO = new ApiPointValueWriteDTO();
	289	ApiPointValueWriteDTO.setPointNo(stScheduleModelOutDTO.getPointNo());
	290	ApiPointValueWriteDTO.setValue(value);
	291	if (!dataPointApi.writePointRealValue(ApiPointValueWriteDTO)) {
	292	log.error(result.get(stScheduleModelOutDTO.getResultKey()) + "下发数据异常");
	293	}
	294	}
	295	} catch (Exception ex) {
95066d	296	log.error("下发数据异常");
D	297	ex.printStackTrace();
	298	}
	299	return true;
	300	}
7fd198	301	}