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