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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	}
e691b9	101
7fd198	102	log.info("预测参数：" + JSON.toJSONString(reqDTO));
潘	103	List<DmModuleEntity> moduleList = dmModuleService.getModuleByModuleType(reqDTO.getModuleType());
	104	log.info("预测计算开始: " + System.currentTimeMillis());
	105	for (DmModuleEntity module : moduleList) {
	106	int intervalTime = 0;
	107	if (module.getPredicttime() != null) {
	108	intervalTime = (int) (reqDTO.getPredictTime().getTime() - module.getPredicttime().getTime()) / (1000 * 60);
	109	}
	110	List<ItemVO> predictItemList = mmPredictItemService.getByModuleId(module.getId());
07890e	111	Map<String, PredictResultVO> predictResultMap = new HashMap<>(predictItemList.size());
D	112	// 分组，先运行normal预测项，再将结果传递给merge预测项
	113	List<ItemVO> normalItems = predictItemList.stream().filter(e -> e.getItemType().equals("NormalItem")).collect(Collectors.toList());
	114	if (!CollectionUtils.isEmpty(normalItems)) {
ac52ae	115	predictModuleHandler.predict(normalItems, reqDTO.getPredictTime(), intervalTime, predictResultMap);
fde993	116	List<ItemVO> mergeItems = predictItemList.stream().filter(e -> e.getItemType().equals("MergeItem")).collect(Collectors.toList());
D	117	if (!CollectionUtils.isEmpty(mergeItems)) {
ac52ae	118	predictModuleHandler.predict(mergeItems, reqDTO.getPredictTime(), intervalTime, predictResultMap);
07890e	119	}
D	120	}
4f1717	121	// 更新Module时间
潘	122	dmModuleService.updatePredictTime(module.getId(), reqDTO.getPredictTime());
	123	if (reqDTO.getIsResult() == null \|\| !reqDTO.getIsResult()) {
	124	return resp;
	125	}
	126	for (Map.Entry<String, PredictResultVO> entry : predictResultMap.entrySet()) {
	127	MdkPredictItemRespDTO itemResp = new MdkPredictItemRespDTO();
	128	itemResp.setItemId(entry.getKey());
	129	itemResp.setPredictTime(reqDTO.getPredictTime());
	130	Map<String, List<MdkPredictDataDTO>> itemPredictData = new HashMap<>();
	131
	132	Map<String, List<DataValueVO>> predictLists = predictResultHandler.convertToPredictData2(entry.getValue());
	133	for (Map.Entry<String, List<DataValueVO>> dataListEntry : predictLists.entrySet()) {
	134	List<MdkPredictDataDTO> predictData = dataListEntry.getValue().stream().map(t -> {
	135	MdkPredictDataDTO dto1 = new MdkPredictDataDTO();
	136	dto1.setDataTime(t.getDataTime());
	137	dto1.setDataValue(t.getDataValue());
	138	return dto1;
	139	}).collect(Collectors.toList());
	140	itemPredictData.put(dataListEntry.getKey(), predictData);
	141	}
	142	itemResp.setPredictData(itemPredictData);
	143	predictItemRespMap.put(entry.getKey(), itemResp);
	144	}
7fd198	145	}
潘	146	log.info("预测计算结束: " + System.currentTimeMillis());
	147	} catch (Exception ex) {
148842	148	ex.printStackTrace();
潘	149	return resp;
7fd198	150	}
潘	151	resp.setPredictItemRespMap(predictItemRespMap);
148842	152	return resp;
7fd198	153	}
潘	154
	155	/**
	156	* 单个预测
	157	*
	158	* @param reqDTO
	159	* @return
	160	*/
	161	@Override
148842	162	public MdkPredictItemRespDTO predictItem(MdkPredictReqDTO reqDTO) {
7fd198	163	MdkPredictItemRespDTO resp = new MdkPredictItemRespDTO();
9162d9	164	try {
1178da	165
D	166	ItemVO itemByItemNo = mmPredictItemService.getItemByItemNo(reqDTO.getItemNo());
	167	List<ItemVO> predictItemList = new ArrayList<>();
	168	predictItemList.add(itemByItemNo);
	169	Map<String, PredictResultVO> predictResultMap = new HashMap<>(predictItemList.size());
ac52ae	170	predictModuleHandler.predict(predictItemList, reqDTO.getPredictTime(), 0, predictResultMap);
1178da	171
D	172	Map<String, List<MdkPredictDataDTO>> itemPredictData = new HashMap<>();
	173
	174	Map<String, List<DataValueVO>> predictLists = predictResultHandler.convertToPredictData2(predictResultMap.get(reqDTO.getItemNo()));
	175	for (Map.Entry<String, List<DataValueVO>> dataListEntry : predictLists.entrySet()) {
	176	List<MdkPredictDataDTO> predictData = dataListEntry.getValue().stream().map(t -> {
	177	MdkPredictDataDTO dto1 = new MdkPredictDataDTO();
	178	dto1.setDataTime(t.getDataTime());
	179	dto1.setDataValue(t.getDataValue());
	180	return dto1;
	181	}).collect(Collectors.toList());
	182	itemPredictData.put(dataListEntry.getKey(), predictData);
9162d9	183	}
1178da	184	resp.setItemId(reqDTO.getItemNo());
9162d9	185	resp.setPredictTime(reqDTO.getPredictTime());
1178da	186	resp.setPredictData(itemPredictData);
D	187	} catch (Exception e) {
	188	throw new RuntimeException(e);
9162d9	189	}
潘	190
148842	191	return resp;
7fd198	192	}
潘	193
	194	/**
	195	* 预测调整
	196	*
	197	* @param reqDTO
	198	* @return
	199	*/
	200	@Override
148842	201	public Boolean predictAutoAdjust(MdkPredictReqDTO reqDTO) {
7fd198	202
潘	203
148842	204	return true;
7fd198	205	}
潘	206
	207	/**
	208	* 执行调度模型
	209	*
	210	* @param reqDTO
	211	* @return
	212	*/
	213	@Override
148842	214	public MdkScheduleRespDTO doSchedule(MdkScheduleReqDTO reqDTO) {
7fd198	215	MdkScheduleRespDTO resp = new MdkScheduleRespDTO();
054fb9	216	resp.setScheduleCode(reqDTO.getScheduleCode());
潘	217	resp.setScheduleTime(reqDTO.getScheduleTime());
	218	try {
	219	log.info("调度计算开始: " + System.currentTimeMillis());
bab433	220	log.info("reqDTO=" + JSON.toJSONString(reqDTO));
81ce77	221	ScheduleResultVO scheduleResult = scheduleModelHandler.doSchedule(reqDTO.getScheduleCode(), reqDTO.getScheduleTime(),
潘	222	reqDTO.getDynamicDataLength(), reqDTO.getDynamicSettings());
b2bb7d	223	resp.setStatusCode(scheduleResult.getResultCode());
054fb9	224	resp.setResult(scheduleResult.getResult());
ac52ae	225	stScheduleRecordService.create(scheduleResult);
b2bb7d	226	stScheduleSchemeService.updateTime(scheduleResult.getSchemeId(), scheduleResult.getScheduleTime(), scheduleResult.getResultCode());
054fb9	227	log.info("预测计算结束: " + System.currentTimeMillis());
潘	228	} catch (Exception ex) {
	229	log.info("调度计算异常: " + System.currentTimeMillis());
ac52ae	230	ex.printStackTrace();
148842	231	return resp;
054fb9	232	}
148842	233	return resp;
7fd198	234	}
95066d	235
268c71	236	/**
潘	237	* 执行调度模型
	238	*
	239	* @param reqDTO
	240	* @return
	241	*/
	242	@Override
	243	public MdkScheduleRespDTO runSchedule(MdkScheduleReqDTO reqDTO) {
	244	MdkScheduleRespDTO resp = new MdkScheduleRespDTO();
d322fe	245	if (reqDTO.getScheduleTime() == null) {
潘	246	Calendar calendar = Calendar.getInstance();
	247	calendar.set(Calendar.MILLISECOND, 0);
	248	calendar.set(Calendar.SECOND, 0);
f853b0	249	reqDTO.setScheduleTime(calendar.getTime());
d322fe	250	}
f853b0	251	resp.setScheduleCode(reqDTO.getScheduleCode());
潘	252	resp.setScheduleTime(reqDTO.getScheduleTime());
268c71	253	String catchKey = "ScheduleResult:" + reqDTO.getScheduleCode();
潘	254	try {
	255	if (redisTemplate.hasKey(catchKey)) {
	256	log.info("查找调度结果缓存: " + catchKey);
e14de7	257	return JSON.parseObject(redisTemplate.opsForValue().get(catchKey).toString(), MdkScheduleRespDTO.class);
268c71	258	}
潘	259	log.info("调度计算开始: " + System.currentTimeMillis());
	260	log.info("reqDTO=" + JSON.toJSONString(reqDTO));
	261	ScheduleResultVO scheduleResult = scheduleModelHandler.doSchedule(reqDTO.getScheduleCode(), reqDTO.getScheduleTime(),
	262	reqDTO.getDynamicDataLength(), reqDTO.getDynamicSettings());
	263	resp.setStatusCode(scheduleResult.getResultCode());
	264	resp.setResult(scheduleResult.getResult());
	265	redisTemplate.opsForValue().set(catchKey, JSON.toJSONString(resp), offset, TimeUnit.SECONDS);
	266	stScheduleSchemeService.updateTime(scheduleResult.getSchemeId(), scheduleResult.getScheduleTime(), scheduleResult.getResultCode());
	267	log.info("预测计算结束: " + System.currentTimeMillis());
	268	} catch (Exception ex) {
	269	log.info("调度计算异常: " + System.currentTimeMillis());
	270	ex.printStackTrace();
	271	return resp;
	272	}
	273	return resp;
	274	}
	275
95066d	276	@Override
D	277	public Boolean scheduleModelOut(MdkScheduleRespDTO dto) {
	278	String modelId = stScheduleSchemeService.getByCode(dto.getScheduleCode()).getModelId();
2b47c5	279	Map<String, Object> result = dto.getResult();
D	280	List<StScheduleModelOutDTO> list = stScheduleModelOutService.list(modelId);
	281	try {
	282	for (StScheduleModelOutDTO stScheduleModelOutDTO : list) {
	283	double value = 0;
	284	//判断点位是否下发
	285	if (stScheduleModelOutDTO.getIsWrite().equals(IsWriteEnum.NOTWRITE.value())) {
	286	continue;
	287	}
	288	//返回结果是否存在
	289	if (result.get(stScheduleModelOutDTO.getResultKey()) == null) {
	290	log.error(result.get(stScheduleModelOutDTO.getResultKey()) + "resultKey匹配失败");
	291	continue;
	292	}
	293	Object resultValue = result.get(stScheduleModelOutDTO.getResultKey());
	294	//判断解析方式
	295	ModelOutResultType modelOutResultType = ModelOutResultType.getEumByCode(stScheduleModelOutDTO.getResultType());
	296	switch (modelOutResultType) {
	297	case D:
	298	value = (Double) resultValue;
	299	break;
	300	case D1:
	301	ArrayList<Double> doubleList = (ArrayList<Double>) resultValue;
	302	double[] array1 = new double[doubleList.size()];
	303	for (int i = 0; i < doubleList.size(); i++) {
	304	array1[i] = doubleList.get(i);
95066d	305	}
2b47c5	306	if (stScheduleModelOutDTO.getResultPort() < array1.length) {
D	307	value = array1[stScheduleModelOutDTO.getResultPort()];
	308	} else {
	309	log.error(result.get(stScheduleModelOutDTO.getResultKey()) + "下角标超限");
	310	}
	311	break;
	312	case D2:
	313	ArrayList<ArrayList<Double>> doubleListList = (ArrayList<ArrayList<Double>>) resultValue;
	314	double[][] array2 = new double[doubleListList.size()][];
	315	for (int i = 0; i < doubleListList.size(); i++) {
	316	ArrayList<Double> doubleList2 = doubleListList.get(i);
	317	array2[i] = new double[doubleList2.size()];
	318	for (int j = 0; j < doubleList2.size(); j++) {
	319	array2[i][j] = doubleList2.get(j);
	320	}
	321	}
	322	if (stScheduleModelOutDTO.getResultPort() < array2.length && stScheduleModelOutDTO.getResultIndex() < array2[stScheduleModelOutDTO.getResultPort()].length) {
	323	value = array2[stScheduleModelOutDTO.getResultPort()][stScheduleModelOutDTO.getResultIndex()];
	324	} else {
	325	log.error(result.get(stScheduleModelOutDTO.getResultKey()) + "下标超限");
	326	}
	327	break;
	328	}
	329	//下发到point点位
	330	ApiPointValueWriteDTO ApiPointValueWriteDTO = new ApiPointValueWriteDTO();
	331	ApiPointValueWriteDTO.setPointNo(stScheduleModelOutDTO.getPointNo());
	332	ApiPointValueWriteDTO.setValue(value);
	333	if (!dataPointApi.writePointRealValue(ApiPointValueWriteDTO)) {
	334	log.error(result.get(stScheduleModelOutDTO.getResultKey()) + "下发数据异常");
	335	}
	336	}
	337	} catch (Exception ex) {
95066d	338	log.error("下发数据异常");
D	339	ex.printStackTrace();
	340	}
	341	return true;
	342	}
7fd198	343	}