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2025-02-14 5695efca830831992f796b563a0b206969f97245

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7fd198	1	package com.iailab.module.model.api;
潘	2
	3	import com.alibaba.fastjson.JSON;
268c71	4	import com.alibaba.fastjson.JSONObject;
95066d	5	import com.iailab.module.data.api.point.DataPointApi;
D	6	import com.iailab.module.data.api.point.dto.ApiPointValueWriteDTO;
	7	import com.iailab.module.model.api.mcs.dto.StScheduleModelOutDTO;
7fd198	8	import com.iailab.module.model.api.mdk.MdkApi;
潘	9	import com.iailab.module.model.api.mdk.dto.*;
2b47c5	10	import com.iailab.module.model.common.enums.IsWriteEnum;
D	11	import com.iailab.module.model.common.enums.ModelOutResultType;
	12	import com.iailab.module.model.common.enums.OutResultType;
5695ef	13	import com.iailab.module.model.enums.CommonConstant;
7fd198	14	import com.iailab.module.model.mcs.pre.entity.DmModuleEntity;
潘	15	import com.iailab.module.model.mcs.pre.service.DmModuleService;
	16	import com.iailab.module.model.mcs.pre.service.MmPredictItemService;
95066d	17	import com.iailab.module.model.mcs.sche.service.StScheduleModelOutService;
ac52ae	18	import com.iailab.module.model.mcs.sche.service.StScheduleRecordService;
潘	19	import com.iailab.module.model.mcs.sche.service.StScheduleSchemeService;
7fd198	20	import com.iailab.module.model.mdk.predict.PredictModuleHandler;
9162d9	21	import com.iailab.module.model.mdk.predict.PredictResultHandler;
054fb9	22	import com.iailab.module.model.mdk.schedule.ScheduleModelHandler;
9162d9	23	import com.iailab.module.model.mdk.vo.DataValueVO;
7fd198	24	import com.iailab.module.model.mdk.vo.ItemVO;
潘	25	import com.iailab.module.model.mdk.vo.PredictResultVO;
054fb9	26	import com.iailab.module.model.mdk.vo.ScheduleResultVO;
7fd198	27	import lombok.extern.slf4j.Slf4j;
5695ef	28	import org.apache.commons.lang3.StringUtils;
7fd198	29	import org.springframework.beans.factory.annotation.Autowired;
268c71	30	import org.springframework.data.redis.core.RedisTemplate;
9162d9	31	import org.springframework.util.CollectionUtils;
7fd198	32	import org.springframework.validation.annotation.Validated;
潘	33	import org.springframework.web.bind.annotation.RestController;
	34
b2aca2	35	import java.util.*;
268c71	36	import java.util.concurrent.TimeUnit;
7fd198	37	import java.util.stream.Collectors;
2b47c5	38
D	39	import static com.iailab.module.model.common.enums.ModelOutResultType.D;
7fd198	40
潘	41	/**
	42	* @author PanZhibao
	43	* @Description
	44	* @createTime 2024年08月26日
	45	*/
	46	@Slf4j
	47	@RestController
	48	@Validated
	49	public class MdkApiImpl implements MdkApi {
	50
	51	@Autowired
	52	private DmModuleService dmModuleService;
	53
	54	@Autowired
	55	private MmPredictItemService mmPredictItemService;
	56
	57	@Autowired
	58	private PredictModuleHandler predictModuleHandler;
9162d9	59
潘	60	@Autowired
	61	private PredictResultHandler predictResultHandler;
054fb9	62
潘	63	@Autowired
	64	private ScheduleModelHandler scheduleModelHandler;
ac52ae	65
潘	66	@Autowired
	67	private StScheduleRecordService stScheduleRecordService;
	68
	69	@Autowired
	70	private StScheduleSchemeService stScheduleSchemeService;
95066d	71
D	72	@Autowired
	73	private StScheduleModelOutService stScheduleModelOutService;
	74
	75	@Autowired
	76	private DataPointApi dataPointApi;
268c71	77
潘	78	@Autowired
	79	private RedisTemplate<String, Object> redisTemplate;
	80
	81	public static final long offset = 60 * 3L;
7fd198	82
潘	83	/**
	84	* 按模块预测
	85	*
	86	* @param reqDTO
	87	* @return
	88	*/
	89	@Override
148842	90	public MdkPredictModuleRespDTO predictModule(MdkPredictReqDTO reqDTO) {
7fd198	91	MdkPredictModuleRespDTO resp = new MdkPredictModuleRespDTO();
69bd5e	92	resp.setPredictTime(reqDTO.getPredictTime());
D	93	resp.setModuleType(reqDTO.getModuleType());
	94
7fd198	95	Map<String, MdkPredictItemRespDTO> predictItemRespMap = new HashMap<>();
潘	96	try {
	97	if (reqDTO.getPredictTime() == null) {
	98	throw new Exception("PredictTime不能为空");
	99	}
	100	if (reqDTO.getModuleType() == null) {
	101	throw new Exception("ModuleType不能为空");
	102	}
e691b9	103
7fd198	104	log.info("预测参数：" + JSON.toJSONString(reqDTO));
潘	105	List<DmModuleEntity> moduleList = dmModuleService.getModuleByModuleType(reqDTO.getModuleType());
	106	log.info("预测计算开始: " + System.currentTimeMillis());
	107	for (DmModuleEntity module : moduleList) {
	108	int intervalTime = 0;
	109	if (module.getPredicttime() != null) {
	110	intervalTime = (int) (reqDTO.getPredictTime().getTime() - module.getPredicttime().getTime()) / (1000 * 60);
	111	}
	112	List<ItemVO> predictItemList = mmPredictItemService.getByModuleId(module.getId());
07890e	113	Map<String, PredictResultVO> predictResultMap = new HashMap<>(predictItemList.size());
D	114	// 分组，先运行normal预测项，再将结果传递给merge预测项
	115	List<ItemVO> normalItems = predictItemList.stream().filter(e -> e.getItemType().equals("NormalItem")).collect(Collectors.toList());
	116	if (!CollectionUtils.isEmpty(normalItems)) {
ac52ae	117	predictModuleHandler.predict(normalItems, reqDTO.getPredictTime(), intervalTime, predictResultMap);
fde993	118	List<ItemVO> mergeItems = predictItemList.stream().filter(e -> e.getItemType().equals("MergeItem")).collect(Collectors.toList());
D	119	if (!CollectionUtils.isEmpty(mergeItems)) {
ac52ae	120	predictModuleHandler.predict(mergeItems, reqDTO.getPredictTime(), intervalTime, predictResultMap);
07890e	121	}
D	122	}
4f1717	123	// 更新Module时间
潘	124	dmModuleService.updatePredictTime(module.getId(), reqDTO.getPredictTime());
	125	if (reqDTO.getIsResult() == null \|\| !reqDTO.getIsResult()) {
	126	return resp;
	127	}
	128	for (Map.Entry<String, PredictResultVO> entry : predictResultMap.entrySet()) {
	129	MdkPredictItemRespDTO itemResp = new MdkPredictItemRespDTO();
	130	itemResp.setItemId(entry.getKey());
	131	itemResp.setPredictTime(reqDTO.getPredictTime());
	132	Map<String, List<MdkPredictDataDTO>> itemPredictData = new HashMap<>();
	133
	134	Map<String, List<DataValueVO>> predictLists = predictResultHandler.convertToPredictData2(entry.getValue());
	135	for (Map.Entry<String, List<DataValueVO>> dataListEntry : predictLists.entrySet()) {
	136	List<MdkPredictDataDTO> predictData = dataListEntry.getValue().stream().map(t -> {
	137	MdkPredictDataDTO dto1 = new MdkPredictDataDTO();
	138	dto1.setDataTime(t.getDataTime());
	139	dto1.setDataValue(t.getDataValue());
	140	return dto1;
	141	}).collect(Collectors.toList());
	142	itemPredictData.put(dataListEntry.getKey(), predictData);
	143	}
	144	itemResp.setPredictData(itemPredictData);
	145	predictItemRespMap.put(entry.getKey(), itemResp);
	146	}
7fd198	147	}
潘	148	log.info("预测计算结束: " + System.currentTimeMillis());
	149	} catch (Exception ex) {
148842	150	ex.printStackTrace();
潘	151	return resp;
7fd198	152	}
潘	153	resp.setPredictItemRespMap(predictItemRespMap);
148842	154	return resp;
7fd198	155	}
潘	156
	157	/**
	158	* 单个预测
	159	*
	160	* @param reqDTO
	161	* @return
	162	*/
	163	@Override
148842	164	public MdkPredictItemRespDTO predictItem(MdkPredictReqDTO reqDTO) {
7fd198	165	MdkPredictItemRespDTO resp = new MdkPredictItemRespDTO();
9162d9	166	try {
1178da	167
D	168	ItemVO itemByItemNo = mmPredictItemService.getItemByItemNo(reqDTO.getItemNo());
	169	List<ItemVO> predictItemList = new ArrayList<>();
	170	predictItemList.add(itemByItemNo);
	171	Map<String, PredictResultVO> predictResultMap = new HashMap<>(predictItemList.size());
ac52ae	172	predictModuleHandler.predict(predictItemList, reqDTO.getPredictTime(), 0, predictResultMap);
1178da	173
D	174	Map<String, List<MdkPredictDataDTO>> itemPredictData = new HashMap<>();
	175
	176	Map<String, List<DataValueVO>> predictLists = predictResultHandler.convertToPredictData2(predictResultMap.get(reqDTO.getItemNo()));
	177	for (Map.Entry<String, List<DataValueVO>> dataListEntry : predictLists.entrySet()) {
	178	List<MdkPredictDataDTO> predictData = dataListEntry.getValue().stream().map(t -> {
	179	MdkPredictDataDTO dto1 = new MdkPredictDataDTO();
	180	dto1.setDataTime(t.getDataTime());
	181	dto1.setDataValue(t.getDataValue());
	182	return dto1;
	183	}).collect(Collectors.toList());
	184	itemPredictData.put(dataListEntry.getKey(), predictData);
9162d9	185	}
1178da	186	resp.setItemId(reqDTO.getItemNo());
9162d9	187	resp.setPredictTime(reqDTO.getPredictTime());
1178da	188	resp.setPredictData(itemPredictData);
D	189	} catch (Exception e) {
	190	throw new RuntimeException(e);
9162d9	191	}
潘	192
148842	193	return resp;
7fd198	194	}
潘	195
	196	/**
	197	* 预测调整
	198	*
	199	* @param reqDTO
	200	* @return
	201	*/
	202	@Override
148842	203	public Boolean predictAutoAdjust(MdkPredictReqDTO reqDTO) {
7fd198	204
潘	205
148842	206	return true;
7fd198	207	}
潘	208
	209	/**
	210	* 执行调度模型
	211	*
	212	* @param reqDTO
	213	* @return
	214	*/
	215	@Override
148842	216	public MdkScheduleRespDTO doSchedule(MdkScheduleReqDTO reqDTO) {
7fd198	217	MdkScheduleRespDTO resp = new MdkScheduleRespDTO();
054fb9	218	resp.setScheduleCode(reqDTO.getScheduleCode());
潘	219	resp.setScheduleTime(reqDTO.getScheduleTime());
	220	try {
	221	log.info("调度计算开始: " + System.currentTimeMillis());
bab433	222	log.info("reqDTO=" + JSON.toJSONString(reqDTO));
81ce77	223	ScheduleResultVO scheduleResult = scheduleModelHandler.doSchedule(reqDTO.getScheduleCode(), reqDTO.getScheduleTime(),
潘	224	reqDTO.getDynamicDataLength(), reqDTO.getDynamicSettings());
b2bb7d	225	resp.setStatusCode(scheduleResult.getResultCode());
054fb9	226	resp.setResult(scheduleResult.getResult());
ac52ae	227	stScheduleRecordService.create(scheduleResult);
b2bb7d	228	stScheduleSchemeService.updateTime(scheduleResult.getSchemeId(), scheduleResult.getScheduleTime(), scheduleResult.getResultCode());
054fb9	229	log.info("预测计算结束: " + System.currentTimeMillis());
潘	230	} catch (Exception ex) {
	231	log.info("调度计算异常: " + System.currentTimeMillis());
ac52ae	232	ex.printStackTrace();
148842	233	return resp;
054fb9	234	}
148842	235	return resp;
7fd198	236	}
95066d	237
268c71	238	/**
潘	239	* 执行调度模型
	240	*
	241	* @param reqDTO
	242	* @return
	243	*/
	244	@Override
	245	public MdkScheduleRespDTO runSchedule(MdkScheduleReqDTO reqDTO) {
	246	MdkScheduleRespDTO resp = new MdkScheduleRespDTO();
d322fe	247	if (reqDTO.getScheduleTime() == null) {
潘	248	Calendar calendar = Calendar.getInstance();
	249	calendar.set(Calendar.MILLISECOND, 0);
	250	calendar.set(Calendar.SECOND, 0);
f853b0	251	reqDTO.setScheduleTime(calendar.getTime());
d322fe	252	}
f853b0	253	resp.setScheduleCode(reqDTO.getScheduleCode());
潘	254	resp.setScheduleTime(reqDTO.getScheduleTime());
268c71	255	String catchKey = "ScheduleResult:" + reqDTO.getScheduleCode();
潘	256	try {
	257	if (redisTemplate.hasKey(catchKey)) {
	258	log.info("查找调度结果缓存: " + catchKey);
e14de7	259	return JSON.parseObject(redisTemplate.opsForValue().get(catchKey).toString(), MdkScheduleRespDTO.class);
268c71	260	}
潘	261	log.info("调度计算开始: " + System.currentTimeMillis());
	262	log.info("reqDTO=" + JSON.toJSONString(reqDTO));
	263	ScheduleResultVO scheduleResult = scheduleModelHandler.doSchedule(reqDTO.getScheduleCode(), reqDTO.getScheduleTime(),
	264	reqDTO.getDynamicDataLength(), reqDTO.getDynamicSettings());
5695ef	265	if(StringUtils.isBlank(scheduleResult.getResultCode()) \|\| !CommonConstant.MDK_STATUS_100.equals(scheduleResult.getResultCode())) {
潘	266	stScheduleSchemeService.updateTime(scheduleResult.getSchemeId(), scheduleResult.getScheduleTime(), CommonConstant.MDK_STATUS_500);
	267	throw new Exception("模型调用失败！");
	268	}
268c71	269	resp.setStatusCode(scheduleResult.getResultCode());
潘	270	resp.setResult(scheduleResult.getResult());
	271	redisTemplate.opsForValue().set(catchKey, JSON.toJSONString(resp), offset, TimeUnit.SECONDS);
	272	stScheduleSchemeService.updateTime(scheduleResult.getSchemeId(), scheduleResult.getScheduleTime(), scheduleResult.getResultCode());
	273	log.info("预测计算结束: " + System.currentTimeMillis());
	274	} catch (Exception ex) {
	275	log.info("调度计算异常: " + System.currentTimeMillis());
	276	ex.printStackTrace();
	277	return resp;
	278	}
	279	return resp;
	280	}
	281
95066d	282	@Override
D	283	public Boolean scheduleModelOut(MdkScheduleRespDTO dto) {
	284	String modelId = stScheduleSchemeService.getByCode(dto.getScheduleCode()).getModelId();
2b47c5	285	Map<String, Object> result = dto.getResult();
D	286	List<StScheduleModelOutDTO> list = stScheduleModelOutService.list(modelId);
	287	try {
	288	for (StScheduleModelOutDTO stScheduleModelOutDTO : list) {
	289	double value = 0;
	290	//判断点位是否下发
	291	if (stScheduleModelOutDTO.getIsWrite().equals(IsWriteEnum.NOTWRITE.value())) {
	292	continue;
	293	}
	294	//返回结果是否存在
	295	if (result.get(stScheduleModelOutDTO.getResultKey()) == null) {
	296	log.error(result.get(stScheduleModelOutDTO.getResultKey()) + "resultKey匹配失败");
	297	continue;
	298	}
	299	Object resultValue = result.get(stScheduleModelOutDTO.getResultKey());
	300	//判断解析方式
	301	ModelOutResultType modelOutResultType = ModelOutResultType.getEumByCode(stScheduleModelOutDTO.getResultType());
	302	switch (modelOutResultType) {
	303	case D:
7628fc	304	if (resultValue instanceof Integer) {
D	305	value = ((Integer) resultValue).doubleValue();
	306	} else if (resultValue instanceof Double) {
	307	value = (Double) resultValue;
	308	} else {
	309	System.out.println("resultValue is not a number");
	310	}
2b47c5	311	break;
D	312	case D1:
	313	ArrayList<Double> doubleList = (ArrayList<Double>) resultValue;
	314	double[] array1 = new double[doubleList.size()];
	315	for (int i = 0; i < doubleList.size(); i++) {
	316	array1[i] = doubleList.get(i);
95066d	317	}
2b47c5	318	if (stScheduleModelOutDTO.getResultPort() < array1.length) {
D	319	value = array1[stScheduleModelOutDTO.getResultPort()];
	320	} else {
	321	log.error(result.get(stScheduleModelOutDTO.getResultKey()) + "下角标超限");
	322	}
	323	break;
	324	case D2:
	325	ArrayList<ArrayList<Double>> doubleListList = (ArrayList<ArrayList<Double>>) resultValue;
	326	double[][] array2 = new double[doubleListList.size()][];
	327	for (int i = 0; i < doubleListList.size(); i++) {
	328	ArrayList<Double> doubleList2 = doubleListList.get(i);
	329	array2[i] = new double[doubleList2.size()];
	330	for (int j = 0; j < doubleList2.size(); j++) {
	331	array2[i][j] = doubleList2.get(j);
	332	}
	333	}
	334	if (stScheduleModelOutDTO.getResultPort() < array2.length && stScheduleModelOutDTO.getResultIndex() < array2[stScheduleModelOutDTO.getResultPort()].length) {
	335	value = array2[stScheduleModelOutDTO.getResultPort()][stScheduleModelOutDTO.getResultIndex()];
	336	} else {
	337	log.error(result.get(stScheduleModelOutDTO.getResultKey()) + "下标超限");
	338	}
	339	break;
	340	}
	341	//下发到point点位
	342	ApiPointValueWriteDTO ApiPointValueWriteDTO = new ApiPointValueWriteDTO();
	343	ApiPointValueWriteDTO.setPointNo(stScheduleModelOutDTO.getPointNo());
	344	ApiPointValueWriteDTO.setValue(value);
	345	if (!dataPointApi.writePointRealValue(ApiPointValueWriteDTO)) {
	346	log.error(result.get(stScheduleModelOutDTO.getResultKey()) + "下发数据异常");
	347	}
	348	}
	349	} catch (Exception ex) {
95066d	350	log.error("下发数据异常");
D	351	ex.printStackTrace();
	352	}
	353	return true;
	354	}
7fd198	355	}