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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;
7fd198	11	import com.iailab.module.model.mcs.pre.entity.DmModuleEntity;
潘	12	import com.iailab.module.model.mcs.pre.service.DmModuleService;
	13	import com.iailab.module.model.mcs.pre.service.MmPredictItemService;
95066d	14	import com.iailab.module.model.mcs.sche.service.StScheduleModelOutService;
ac52ae	15	import com.iailab.module.model.mcs.sche.service.StScheduleRecordService;
潘	16	import com.iailab.module.model.mcs.sche.service.StScheduleSchemeService;
7fd198	17	import com.iailab.module.model.mdk.predict.PredictModuleHandler;
9162d9	18	import com.iailab.module.model.mdk.predict.PredictResultHandler;
054fb9	19	import com.iailab.module.model.mdk.schedule.ScheduleModelHandler;
9162d9	20	import com.iailab.module.model.mdk.vo.DataValueVO;
7fd198	21	import com.iailab.module.model.mdk.vo.ItemVO;
潘	22	import com.iailab.module.model.mdk.vo.PredictResultVO;
054fb9	23	import com.iailab.module.model.mdk.vo.ScheduleResultVO;
7fd198	24	import lombok.extern.slf4j.Slf4j;
潘	25	import org.springframework.beans.factory.annotation.Autowired;
9162d9	26	import org.springframework.util.CollectionUtils;
7fd198	27	import org.springframework.validation.annotation.Validated;
潘	28	import org.springframework.web.bind.annotation.RestController;
	29
b2aca2	30	import java.util.*;
7fd198	31	import java.util.stream.Collectors;
潘	32
	33	/**
	34	* @author PanZhibao
	35	* @Description
	36	* @createTime 2024年08月26日
	37	*/
	38	@Slf4j
	39	@RestController
	40	@Validated
	41	public class MdkApiImpl implements MdkApi {
	42
	43	@Autowired
	44	private DmModuleService dmModuleService;
	45
	46	@Autowired
	47	private MmPredictItemService mmPredictItemService;
	48
	49	@Autowired
	50	private PredictModuleHandler predictModuleHandler;
9162d9	51
潘	52	@Autowired
	53	private PredictResultHandler predictResultHandler;
054fb9	54
潘	55	@Autowired
	56	private ScheduleModelHandler scheduleModelHandler;
ac52ae	57
潘	58	@Autowired
	59	private StScheduleRecordService stScheduleRecordService;
	60
	61	@Autowired
	62	private StScheduleSchemeService stScheduleSchemeService;
95066d	63
D	64	@Autowired
	65	private StScheduleModelOutService stScheduleModelOutService;
	66
	67	@Autowired
	68	private DataPointApi dataPointApi;
7fd198	69
潘	70	/**
	71	* 按模块预测
	72	*
	73	* @param reqDTO
	74	* @return
	75	*/
	76	@Override
148842	77	public MdkPredictModuleRespDTO predictModule(MdkPredictReqDTO reqDTO) {
7fd198	78	MdkPredictModuleRespDTO resp = new MdkPredictModuleRespDTO();
69bd5e	79	resp.setPredictTime(reqDTO.getPredictTime());
D	80	resp.setModuleType(reqDTO.getModuleType());
	81
7fd198	82	Map<String, MdkPredictItemRespDTO> predictItemRespMap = new HashMap<>();
潘	83	try {
	84	if (reqDTO.getPredictTime() == null) {
	85	throw new Exception("PredictTime不能为空");
	86	}
	87	if (reqDTO.getModuleType() == null) {
	88	throw new Exception("ModuleType不能为空");
	89	}
b2aca2	90	Calendar calendar = Calendar.getInstance();
D	91	calendar.setTime(reqDTO.getPredictTime());
	92	calendar.set(Calendar.MILLISECOND, 0);
	93	calendar.set(Calendar.SECOND, 0);
	94	reqDTO.setPredictTime(calendar.getTime());
7fd198	95	log.info("预测参数：" + JSON.toJSONString(reqDTO));
潘	96	MdkPredictModuleRespDTO result = new MdkPredictModuleRespDTO();
	97	result.setPredictTime(reqDTO.getPredictTime());
	98	result.setModuleType(reqDTO.getModuleType());
	99	List<DmModuleEntity> moduleList = dmModuleService.getModuleByModuleType(reqDTO.getModuleType());
	100	log.info("预测计算开始: " + System.currentTimeMillis());
	101	for (DmModuleEntity module : moduleList) {
	102	int intervalTime = 0;
	103	if (module.getPredicttime() != null) {
	104	intervalTime = (int) (reqDTO.getPredictTime().getTime() - module.getPredicttime().getTime()) / (1000 * 60);
	105	}
	106	List<ItemVO> predictItemList = mmPredictItemService.getByModuleId(module.getId());
07890e	107	Map<String, PredictResultVO> predictResultMap = new HashMap<>(predictItemList.size());
D	108	// 分组，先运行normal预测项，再将结果传递给merge预测项
	109	List<ItemVO> normalItems = predictItemList.stream().filter(e -> e.getItemType().equals("NormalItem")).collect(Collectors.toList());
	110	if (!CollectionUtils.isEmpty(normalItems)) {
ac52ae	111	predictModuleHandler.predict(normalItems, reqDTO.getPredictTime(), intervalTime, predictResultMap);
fde993	112	List<ItemVO> mergeItems = predictItemList.stream().filter(e -> e.getItemType().equals("MergeItem")).collect(Collectors.toList());
D	113	if (!CollectionUtils.isEmpty(mergeItems)) {
ac52ae	114	predictModuleHandler.predict(mergeItems, reqDTO.getPredictTime(), intervalTime, predictResultMap);
07890e	115	}
D	116	}
4f1717	117	// 更新Module时间
潘	118	dmModuleService.updatePredictTime(module.getId(), reqDTO.getPredictTime());
	119	if (reqDTO.getIsResult() == null \|\| !reqDTO.getIsResult()) {
	120	return resp;
	121	}
	122	for (Map.Entry<String, PredictResultVO> entry : predictResultMap.entrySet()) {
	123	MdkPredictItemRespDTO itemResp = new MdkPredictItemRespDTO();
	124	itemResp.setItemId(entry.getKey());
	125	itemResp.setPredictTime(reqDTO.getPredictTime());
	126	Map<String, List<MdkPredictDataDTO>> itemPredictData = new HashMap<>();
	127
	128	Map<String, List<DataValueVO>> predictLists = predictResultHandler.convertToPredictData2(entry.getValue());
	129	for (Map.Entry<String, List<DataValueVO>> dataListEntry : predictLists.entrySet()) {
	130	List<MdkPredictDataDTO> predictData = dataListEntry.getValue().stream().map(t -> {
	131	MdkPredictDataDTO dto1 = new MdkPredictDataDTO();
	132	dto1.setDataTime(t.getDataTime());
	133	dto1.setDataValue(t.getDataValue());
	134	return dto1;
	135	}).collect(Collectors.toList());
	136	itemPredictData.put(dataListEntry.getKey(), predictData);
	137	}
	138	itemResp.setPredictData(itemPredictData);
	139	predictItemRespMap.put(entry.getKey(), itemResp);
	140	}
7fd198	141	}
潘	142	log.info("预测计算结束: " + System.currentTimeMillis());
	143	} catch (Exception ex) {
148842	144	ex.printStackTrace();
潘	145	return resp;
7fd198	146	}
潘	147	resp.setPredictItemRespMap(predictItemRespMap);
148842	148	return resp;
7fd198	149	}
潘	150
	151	/**
	152	* 单个预测
	153	*
	154	* @param reqDTO
	155	* @return
	156	*/
	157	@Override
148842	158	public MdkPredictItemRespDTO predictItem(MdkPredictReqDTO reqDTO) {
7fd198	159	MdkPredictItemRespDTO resp = new MdkPredictItemRespDTO();
9162d9	160	try {
1178da	161
D	162	ItemVO itemByItemNo = mmPredictItemService.getItemByItemNo(reqDTO.getItemNo());
	163	List<ItemVO> predictItemList = new ArrayList<>();
	164	predictItemList.add(itemByItemNo);
	165	Map<String, PredictResultVO> predictResultMap = new HashMap<>(predictItemList.size());
ac52ae	166	predictModuleHandler.predict(predictItemList, reqDTO.getPredictTime(), 0, predictResultMap);
1178da	167
D	168	Map<String, List<MdkPredictDataDTO>> itemPredictData = new HashMap<>();
	169
	170	Map<String, List<DataValueVO>> predictLists = predictResultHandler.convertToPredictData2(predictResultMap.get(reqDTO.getItemNo()));
	171	for (Map.Entry<String, List<DataValueVO>> dataListEntry : predictLists.entrySet()) {
	172	List<MdkPredictDataDTO> predictData = dataListEntry.getValue().stream().map(t -> {
	173	MdkPredictDataDTO dto1 = new MdkPredictDataDTO();
	174	dto1.setDataTime(t.getDataTime());
	175	dto1.setDataValue(t.getDataValue());
	176	return dto1;
	177	}).collect(Collectors.toList());
	178	itemPredictData.put(dataListEntry.getKey(), predictData);
9162d9	179	}
1178da	180	resp.setItemId(reqDTO.getItemNo());
9162d9	181	resp.setPredictTime(reqDTO.getPredictTime());
1178da	182	resp.setPredictData(itemPredictData);
D	183	} catch (Exception e) {
	184	throw new RuntimeException(e);
9162d9	185	}
潘	186
148842	187	return resp;
7fd198	188	}
潘	189
	190	/**
	191	* 预测调整
	192	*
	193	* @param reqDTO
	194	* @return
	195	*/
	196	@Override
148842	197	public Boolean predictAutoAdjust(MdkPredictReqDTO reqDTO) {
7fd198	198
潘	199
148842	200	return true;
7fd198	201	}
潘	202
	203	/**
	204	* 执行调度模型
	205	*
	206	* @param reqDTO
	207	* @return
	208	*/
	209	@Override
148842	210	public MdkScheduleRespDTO doSchedule(MdkScheduleReqDTO reqDTO) {
7fd198	211	MdkScheduleRespDTO resp = new MdkScheduleRespDTO();
054fb9	212	resp.setScheduleCode(reqDTO.getScheduleCode());
潘	213	resp.setScheduleTime(reqDTO.getScheduleTime());
	214	try {
	215	log.info("调度计算开始: " + System.currentTimeMillis());
eca625	216	ScheduleResultVO scheduleResult = scheduleModelHandler.doSchedule(reqDTO.getScheduleCode(), reqDTO.getScheduleTime(), reqDTO.getParams());
b2bb7d	217	resp.setStatusCode(scheduleResult.getResultCode());
054fb9	218	resp.setResult(scheduleResult.getResult());
ac52ae	219	stScheduleRecordService.create(scheduleResult);
b2bb7d	220	stScheduleSchemeService.updateTime(scheduleResult.getSchemeId(), scheduleResult.getScheduleTime(), scheduleResult.getResultCode());
054fb9	221	log.info("预测计算结束: " + System.currentTimeMillis());
潘	222	} catch (Exception ex) {
	223	log.info("调度计算异常: " + System.currentTimeMillis());
ac52ae	224	ex.printStackTrace();
148842	225	return resp;
054fb9	226	}
148842	227	return resp;
7fd198	228	}
95066d	229
D	230	@Override
	231	public Boolean scheduleModelOut(MdkScheduleRespDTO dto) {
	232	String modelId = stScheduleSchemeService.getByCode(dto.getScheduleCode()).getModelId();
2b47c5	233	Map<String, Object> result = dto.getResult();
D	234	List<StScheduleModelOutDTO> list = stScheduleModelOutService.list(modelId);
	235	try {
	236	for (StScheduleModelOutDTO stScheduleModelOutDTO : list) {
	237	double value = 0;
	238	//判断点位是否下发
	239	if (stScheduleModelOutDTO.getIsWrite().equals(IsWriteEnum.NOTWRITE.value())) {
	240	continue;
	241	}
	242	//返回结果是否存在
	243	if (result.get(stScheduleModelOutDTO.getResultKey()) == null) {
	244	log.error(result.get(stScheduleModelOutDTO.getResultKey()) + "resultKey匹配失败");
	245	continue;
	246	}
	247	Object resultValue = result.get(stScheduleModelOutDTO.getResultKey());
	248	//判断解析方式
	249	ModelOutResultType modelOutResultType = ModelOutResultType.getEumByCode(stScheduleModelOutDTO.getResultType());
	250	switch (modelOutResultType) {
	251	case D:
	252	value = (Double) resultValue;
	253	break;
	254	case D1:
	255	ArrayList<Double> doubleList = (ArrayList<Double>) resultValue;
	256	double[] array1 = new double[doubleList.size()];
	257	for (int i = 0; i < doubleList.size(); i++) {
	258	array1[i] = doubleList.get(i);
95066d	259	}
2b47c5	260	if (stScheduleModelOutDTO.getResultPort() < array1.length) {
D	261	value = array1[stScheduleModelOutDTO.getResultPort()];
	262	} else {
	263	log.error(result.get(stScheduleModelOutDTO.getResultKey()) + "下角标超限");
	264	}
	265	break;
	266	case D2:
	267	ArrayList<ArrayList<Double>> doubleListList = (ArrayList<ArrayList<Double>>) resultValue;
	268	double[][] array2 = new double[doubleListList.size()][];
	269	for (int i = 0; i < doubleListList.size(); i++) {
	270	ArrayList<Double> doubleList2 = doubleListList.get(i);
	271	array2[i] = new double[doubleList2.size()];
	272	for (int j = 0; j < doubleList2.size(); j++) {
	273	array2[i][j] = doubleList2.get(j);
	274	}
	275	}
	276	if (stScheduleModelOutDTO.getResultPort() < array2.length && stScheduleModelOutDTO.getResultIndex() < array2[stScheduleModelOutDTO.getResultPort()].length) {
	277	value = array2[stScheduleModelOutDTO.getResultPort()][stScheduleModelOutDTO.getResultIndex()];
	278	} else {
	279	log.error(result.get(stScheduleModelOutDTO.getResultKey()) + "下标超限");
	280	}
	281	break;
	282	}
	283	//下发到point点位
	284	ApiPointValueWriteDTO ApiPointValueWriteDTO = new ApiPointValueWriteDTO();
	285	ApiPointValueWriteDTO.setPointNo(stScheduleModelOutDTO.getPointNo());
	286	ApiPointValueWriteDTO.setValue(value);
	287	if (!dataPointApi.writePointRealValue(ApiPointValueWriteDTO)) {
	288	log.error(result.get(stScheduleModelOutDTO.getResultKey()) + "下发数据异常");
	289	}
	290	}
	291	} catch (Exception ex) {
95066d	292	log.error("下发数据异常");
D	293	ex.printStackTrace();
	294	}
	295	return true;
	296	}
7fd198	297	}