iailab-plat.git

Merge remote-tracking branch 'origin/master'

houzhongjian

8 天以前 3058865fa4dfa634a92b4ebd826d8b1264dc90a3

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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;
5695ef	11	import com.iailab.module.model.enums.CommonConstant;
b3674c	12	import com.iailab.module.model.enums.PredictItemTypeEnum;
7fd198	13	import com.iailab.module.model.mcs.pre.entity.DmModuleEntity;
潘	14	import com.iailab.module.model.mcs.pre.service.DmModuleService;
	15	import com.iailab.module.model.mcs.pre.service.MmPredictItemService;
b3674c	16	import com.iailab.module.model.mcs.sche.entity.StAdjustConfigDetEntity;
潘	17	import com.iailab.module.model.mcs.sche.entity.StScheduleSchemeEntity;
	18	import com.iailab.module.model.mcs.sche.service.StAdjustConfigService;
95066d	19	import com.iailab.module.model.mcs.sche.service.StScheduleModelOutService;
ac52ae	20	import com.iailab.module.model.mcs.sche.service.StScheduleRecordService;
潘	21	import com.iailab.module.model.mcs.sche.service.StScheduleSchemeService;
7fd198	22	import com.iailab.module.model.mdk.predict.PredictModuleHandler;
9162d9	23	import com.iailab.module.model.mdk.predict.PredictResultHandler;
054fb9	24	import com.iailab.module.model.mdk.schedule.ScheduleModelHandler;
b3674c	25	import com.iailab.module.model.mdk.vo.*;
7fd198	26	import lombok.extern.slf4j.Slf4j;
5695ef	27	import org.apache.commons.lang3.StringUtils;
7fd198	28	import org.springframework.beans.factory.annotation.Autowired;
268c71	29	import org.springframework.data.redis.core.RedisTemplate;
9162d9	30	import org.springframework.util.CollectionUtils;
7fd198	31	import org.springframework.validation.annotation.Validated;
潘	32	import org.springframework.web.bind.annotation.RestController;
	33
b3674c	34	import java.math.BigDecimal;
b2aca2	35	import java.util.*;
268c71	36	import java.util.concurrent.TimeUnit;
7fd198	37	import java.util.stream.Collectors;
潘	38
	39	/**
	40	* @author PanZhibao
	41	* @Description
	42	* @createTime 2024年08月26日
	43	*/
	44	@Slf4j
	45	@RestController
	46	@Validated
	47	public class MdkApiImpl implements MdkApi {
	48
	49	@Autowired
	50	private DmModuleService dmModuleService;
	51
	52	@Autowired
	53	private MmPredictItemService mmPredictItemService;
	54
	55	@Autowired
	56	private PredictModuleHandler predictModuleHandler;
9162d9	57
潘	58	@Autowired
	59	private PredictResultHandler predictResultHandler;
054fb9	60
潘	61	@Autowired
	62	private ScheduleModelHandler scheduleModelHandler;
ac52ae	63
潘	64	@Autowired
	65	private StScheduleRecordService stScheduleRecordService;
	66
	67	@Autowired
	68	private StScheduleSchemeService stScheduleSchemeService;
95066d	69
D	70	@Autowired
	71	private StScheduleModelOutService stScheduleModelOutService;
	72
	73	@Autowired
	74	private DataPointApi dataPointApi;
b3674c	75
潘	76	@Autowired
	77	private StAdjustConfigService stAdjustConfigService;
268c71	78
潘	79	@Autowired
	80	private RedisTemplate<String, Object> redisTemplate;
	81
	82	public static final long offset = 60 * 3L;
7fd198	83
潘	84	/**
	85	* 按模块预测
	86	*
	87	* @param reqDTO
	88	* @return
	89	*/
	90	@Override
148842	91	public MdkPredictModuleRespDTO predictModule(MdkPredictReqDTO reqDTO) {
7fd198	92	MdkPredictModuleRespDTO resp = new MdkPredictModuleRespDTO();
69bd5e	93	resp.setPredictTime(reqDTO.getPredictTime());
D	94	resp.setModuleType(reqDTO.getModuleType());
	95
7fd198	96	Map<String, MdkPredictItemRespDTO> predictItemRespMap = new HashMap<>();
潘	97	try {
	98	if (reqDTO.getPredictTime() == null) {
	99	throw new Exception("PredictTime不能为空");
	100	}
	101	if (reqDTO.getModuleType() == null) {
	102	throw new Exception("ModuleType不能为空");
	103	}
e691b9	104
7fd198	105	log.info("预测参数：" + JSON.toJSONString(reqDTO));
潘	106	List<DmModuleEntity> moduleList = dmModuleService.getModuleByModuleType(reqDTO.getModuleType());
	107	log.info("预测计算开始: " + System.currentTimeMillis());
	108	for (DmModuleEntity module : moduleList) {
	109	int intervalTime = 0;
	110	if (module.getPredicttime() != null) {
	111	intervalTime = (int) (reqDTO.getPredictTime().getTime() - module.getPredicttime().getTime()) / (1000 * 60);
	112	}
	113	List<ItemVO> predictItemList = mmPredictItemService.getByModuleId(module.getId());
07890e	114	Map<String, PredictResultVO> predictResultMap = new HashMap<>(predictItemList.size());
D	115	// 分组，先运行normal预测项，再将结果传递给merge预测项
	116	List<ItemVO> normalItems = predictItemList.stream().filter(e -> e.getItemType().equals("NormalItem")).collect(Collectors.toList());
	117	if (!CollectionUtils.isEmpty(normalItems)) {
ac52ae	118	predictModuleHandler.predict(normalItems, reqDTO.getPredictTime(), intervalTime, predictResultMap);
fde993	119	List<ItemVO> mergeItems = predictItemList.stream().filter(e -> e.getItemType().equals("MergeItem")).collect(Collectors.toList());
D	120	if (!CollectionUtils.isEmpty(mergeItems)) {
ac52ae	121	predictModuleHandler.predict(mergeItems, reqDTO.getPredictTime(), intervalTime, predictResultMap);
07890e	122	}
D	123	}
4f1717	124	// 更新Module时间
潘	125	dmModuleService.updatePredictTime(module.getId(), reqDTO.getPredictTime());
	126	if (reqDTO.getIsResult() == null \|\| !reqDTO.getIsResult()) {
	127	return resp;
	128	}
	129	for (Map.Entry<String, PredictResultVO> entry : predictResultMap.entrySet()) {
	130	MdkPredictItemRespDTO itemResp = new MdkPredictItemRespDTO();
	131	itemResp.setItemId(entry.getKey());
	132	itemResp.setPredictTime(reqDTO.getPredictTime());
	133	Map<String, List<MdkPredictDataDTO>> itemPredictData = new HashMap<>();
	134
	135	Map<String, List<DataValueVO>> predictLists = predictResultHandler.convertToPredictData2(entry.getValue());
	136	for (Map.Entry<String, List<DataValueVO>> dataListEntry : predictLists.entrySet()) {
	137	List<MdkPredictDataDTO> predictData = dataListEntry.getValue().stream().map(t -> {
	138	MdkPredictDataDTO dto1 = new MdkPredictDataDTO();
	139	dto1.setDataTime(t.getDataTime());
	140	dto1.setDataValue(t.getDataValue());
	141	return dto1;
	142	}).collect(Collectors.toList());
	143	itemPredictData.put(dataListEntry.getKey(), predictData);
	144	}
	145	itemResp.setPredictData(itemPredictData);
	146	predictItemRespMap.put(entry.getKey(), itemResp);
	147	}
7fd198	148	}
潘	149	log.info("预测计算结束: " + System.currentTimeMillis());
	150	} catch (Exception ex) {
148842	151	ex.printStackTrace();
潘	152	return resp;
7fd198	153	}
潘	154	resp.setPredictItemRespMap(predictItemRespMap);
148842	155	return resp;
7fd198	156	}
潘	157
	158	/**
	159	* 单个预测
	160	*
	161	* @param reqDTO
	162	* @return
	163	*/
	164	@Override
148842	165	public MdkPredictItemRespDTO predictItem(MdkPredictReqDTO reqDTO) {
7fd198	166	MdkPredictItemRespDTO resp = new MdkPredictItemRespDTO();
9162d9	167	try {
1178da	168
D	169	ItemVO itemByItemNo = mmPredictItemService.getItemByItemNo(reqDTO.getItemNo());
	170	List<ItemVO> predictItemList = new ArrayList<>();
	171	predictItemList.add(itemByItemNo);
	172	Map<String, PredictResultVO> predictResultMap = new HashMap<>(predictItemList.size());
ac52ae	173	predictModuleHandler.predict(predictItemList, reqDTO.getPredictTime(), 0, predictResultMap);
1178da	174
D	175	Map<String, List<MdkPredictDataDTO>> itemPredictData = new HashMap<>();
	176
	177	Map<String, List<DataValueVO>> predictLists = predictResultHandler.convertToPredictData2(predictResultMap.get(reqDTO.getItemNo()));
	178	for (Map.Entry<String, List<DataValueVO>> dataListEntry : predictLists.entrySet()) {
	179	List<MdkPredictDataDTO> predictData = dataListEntry.getValue().stream().map(t -> {
	180	MdkPredictDataDTO dto1 = new MdkPredictDataDTO();
	181	dto1.setDataTime(t.getDataTime());
	182	dto1.setDataValue(t.getDataValue());
	183	return dto1;
	184	}).collect(Collectors.toList());
	185	itemPredictData.put(dataListEntry.getKey(), predictData);
9162d9	186	}
1178da	187	resp.setItemId(reqDTO.getItemNo());
9162d9	188	resp.setPredictTime(reqDTO.getPredictTime());
1178da	189	resp.setPredictData(itemPredictData);
D	190	} catch (Exception e) {
	191	throw new RuntimeException(e);
9162d9	192	}
潘	193
148842	194	return resp;
7fd198	195	}
潘	196
b3674c	197	@Override
潘	198	public Boolean predictSimAdjust(MdkPredictSimAdjustReqDTO reqDTO) {
	199	StScheduleSchemeEntity scheduleScheme = stScheduleSchemeService.getByCode(reqDTO.getScheduleCode());
	200	List<StAdjustConfigDetEntity> detList = stAdjustConfigService.getDetByModelId(scheduleScheme.getModelId());
	201	if (CollectionUtils.isEmpty(detList)) {
	202	return Boolean.FALSE;
	203	}
	204	for (StAdjustConfigDetEntity det : detList) {
	205	ItemVO predictItem = mmPredictItemService.getItemById(det.getPredictItemId());
	206	List<StAdjustDeviationDTO> deviationList = new ArrayList<>();
	207	switch (PredictItemTypeEnum.getEumById(det.getItemTypeId())) {
	208	case NormalItem:
	209	double adjustValue = new BigDecimal(reqDTO.getModelResult().get(det.getOutKey()).toString()).doubleValue();
	210	StAdjustDeviationDTO deviationItem = new StAdjustDeviationDTO();
	211	deviationItem.setPortIdx(det.getModelParamPortOrder());
	212	deviationItem.setParamIdx(det.getModelParamPortOrder());
	213	deviationItem.setValue(adjustValue);
	214	deviationList.add(deviationItem);
	215	break;
	216	case MergeItem:
	217	break;
	218	default:
	219	break;
	220	}
	221	// 开始预测
67f59a	222	predictModuleHandler.predictAdjust(predictItem, reqDTO.getPredictTime(), deviationList, scheduleScheme.getModelId(), det.getConfigId());
b3674c	223	}
潘	224	return Boolean.TRUE;
	225	}
	226
	227
7fd198	228	/**
潘	229	* 预测调整
	230	*
	231	* @param reqDTO
	232	* @return
	233	*/
	234	@Override
148842	235	public Boolean predictAutoAdjust(MdkPredictReqDTO reqDTO) {
7fd198	236
潘	237
148842	238	return true;
7fd198	239	}
潘	240
	241	/**
	242	* 执行调度模型
	243	*
	244	* @param reqDTO
	245	* @return
	246	*/
	247	@Override
148842	248	public MdkScheduleRespDTO doSchedule(MdkScheduleReqDTO reqDTO) {
7fd198	249	MdkScheduleRespDTO resp = new MdkScheduleRespDTO();
054fb9	250	resp.setScheduleCode(reqDTO.getScheduleCode());
潘	251	resp.setScheduleTime(reqDTO.getScheduleTime());
	252	try {
	253	log.info("调度计算开始: " + System.currentTimeMillis());
bab433	254	log.info("reqDTO=" + JSON.toJSONString(reqDTO));
81ce77	255	ScheduleResultVO scheduleResult = scheduleModelHandler.doSchedule(reqDTO.getScheduleCode(), reqDTO.getScheduleTime(),
潘	256	reqDTO.getDynamicDataLength(), reqDTO.getDynamicSettings());
b2bb7d	257	resp.setStatusCode(scheduleResult.getResultCode());
054fb9	258	resp.setResult(scheduleResult.getResult());
ac52ae	259	stScheduleRecordService.create(scheduleResult);
b2bb7d	260	stScheduleSchemeService.updateTime(scheduleResult.getSchemeId(), scheduleResult.getScheduleTime(), scheduleResult.getResultCode());
054fb9	261	log.info("预测计算结束: " + System.currentTimeMillis());
潘	262	} catch (Exception ex) {
	263	log.info("调度计算异常: " + System.currentTimeMillis());
ac52ae	264	ex.printStackTrace();
148842	265	return resp;
054fb9	266	}
148842	267	return resp;
7fd198	268	}
95066d	269
268c71	270	/**
潘	271	* 执行调度模型
	272	*
	273	* @param reqDTO
	274	* @return
	275	*/
	276	@Override
	277	public MdkScheduleRespDTO runSchedule(MdkScheduleReqDTO reqDTO) {
	278	MdkScheduleRespDTO resp = new MdkScheduleRespDTO();
d322fe	279	if (reqDTO.getScheduleTime() == null) {
潘	280	Calendar calendar = Calendar.getInstance();
	281	calendar.set(Calendar.MILLISECOND, 0);
	282	calendar.set(Calendar.SECOND, 0);
f853b0	283	reqDTO.setScheduleTime(calendar.getTime());
d322fe	284	}
f853b0	285	resp.setScheduleCode(reqDTO.getScheduleCode());
潘	286	resp.setScheduleTime(reqDTO.getScheduleTime());
268c71	287	String catchKey = "ScheduleResult:" + reqDTO.getScheduleCode();
潘	288	try {
	289	if (redisTemplate.hasKey(catchKey)) {
	290	log.info("查找调度结果缓存: " + catchKey);
e14de7	291	return JSON.parseObject(redisTemplate.opsForValue().get(catchKey).toString(), MdkScheduleRespDTO.class);
268c71	292	}
潘	293	log.info("调度计算开始: " + System.currentTimeMillis());
	294	log.info("reqDTO=" + JSON.toJSONString(reqDTO));
	295	ScheduleResultVO scheduleResult = scheduleModelHandler.doSchedule(reqDTO.getScheduleCode(), reqDTO.getScheduleTime(),
	296	reqDTO.getDynamicDataLength(), reqDTO.getDynamicSettings());
5695ef	297	if(StringUtils.isBlank(scheduleResult.getResultCode()) \|\| !CommonConstant.MDK_STATUS_100.equals(scheduleResult.getResultCode())) {
潘	298	stScheduleSchemeService.updateTime(scheduleResult.getSchemeId(), scheduleResult.getScheduleTime(), CommonConstant.MDK_STATUS_500);
	299	throw new Exception("模型调用失败！");
	300	}
268c71	301	resp.setStatusCode(scheduleResult.getResultCode());
潘	302	resp.setResult(scheduleResult.getResult());
	303	redisTemplate.opsForValue().set(catchKey, JSON.toJSONString(resp), offset, TimeUnit.SECONDS);
	304	stScheduleSchemeService.updateTime(scheduleResult.getSchemeId(), scheduleResult.getScheduleTime(), scheduleResult.getResultCode());
	305	log.info("预测计算结束: " + System.currentTimeMillis());
	306	} catch (Exception ex) {
	307	log.info("调度计算异常: " + System.currentTimeMillis());
	308	ex.printStackTrace();
	309	return resp;
	310	}
	311	return resp;
	312	}
	313
95066d	314	@Override
D	315	public Boolean scheduleModelOut(MdkScheduleRespDTO dto) {
	316	String modelId = stScheduleSchemeService.getByCode(dto.getScheduleCode()).getModelId();
2b47c5	317	Map<String, Object> result = dto.getResult();
D	318	List<StScheduleModelOutDTO> list = stScheduleModelOutService.list(modelId);
	319	try {
	320	for (StScheduleModelOutDTO stScheduleModelOutDTO : list) {
	321	double value = 0;
	322	//判断点位是否下发
	323	if (stScheduleModelOutDTO.getIsWrite().equals(IsWriteEnum.NOTWRITE.value())) {
	324	continue;
	325	}
	326	//返回结果是否存在
	327	if (result.get(stScheduleModelOutDTO.getResultKey()) == null) {
	328	log.error(result.get(stScheduleModelOutDTO.getResultKey()) + "resultKey匹配失败");
	329	continue;
	330	}
	331	Object resultValue = result.get(stScheduleModelOutDTO.getResultKey());
	332	//判断解析方式
	333	ModelOutResultType modelOutResultType = ModelOutResultType.getEumByCode(stScheduleModelOutDTO.getResultType());
	334	switch (modelOutResultType) {
	335	case D:
7628fc	336	if (resultValue instanceof Integer) {
D	337	value = ((Integer) resultValue).doubleValue();
	338	} else if (resultValue instanceof Double) {
	339	value = (Double) resultValue;
	340	} else {
	341	System.out.println("resultValue is not a number");
	342	}
2b47c5	343	break;
D	344	case D1:
	345	ArrayList<Double> doubleList = (ArrayList<Double>) resultValue;
	346	double[] array1 = new double[doubleList.size()];
	347	for (int i = 0; i < doubleList.size(); i++) {
	348	array1[i] = doubleList.get(i);
95066d	349	}
2b47c5	350	if (stScheduleModelOutDTO.getResultPort() < array1.length) {
D	351	value = array1[stScheduleModelOutDTO.getResultPort()];
	352	} else {
	353	log.error(result.get(stScheduleModelOutDTO.getResultKey()) + "下角标超限");
	354	}
	355	break;
	356	case D2:
	357	ArrayList<ArrayList<Double>> doubleListList = (ArrayList<ArrayList<Double>>) resultValue;
	358	double[][] array2 = new double[doubleListList.size()][];
	359	for (int i = 0; i < doubleListList.size(); i++) {
	360	ArrayList<Double> doubleList2 = doubleListList.get(i);
	361	array2[i] = new double[doubleList2.size()];
	362	for (int j = 0; j < doubleList2.size(); j++) {
	363	array2[i][j] = doubleList2.get(j);
	364	}
	365	}
	366	if (stScheduleModelOutDTO.getResultPort() < array2.length && stScheduleModelOutDTO.getResultIndex() < array2[stScheduleModelOutDTO.getResultPort()].length) {
	367	value = array2[stScheduleModelOutDTO.getResultPort()][stScheduleModelOutDTO.getResultIndex()];
	368	} else {
	369	log.error(result.get(stScheduleModelOutDTO.getResultKey()) + "下标超限");
	370	}
	371	break;
	372	}
	373	//下发到point点位
	374	ApiPointValueWriteDTO ApiPointValueWriteDTO = new ApiPointValueWriteDTO();
	375	ApiPointValueWriteDTO.setPointNo(stScheduleModelOutDTO.getPointNo());
	376	ApiPointValueWriteDTO.setValue(value);
	377	if (!dataPointApi.writePointRealValue(ApiPointValueWriteDTO)) {
	378	log.error(result.get(stScheduleModelOutDTO.getResultKey()) + "下发数据异常");
	379	}
	380	}
	381	} catch (Exception ex) {
95066d	382	log.error("下发数据异常");
D	383	ex.printStackTrace();
	384	}
	385	return true;
	386	}
7fd198	387	}