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7fd198	1	package com.iailab.module.model.api;
潘	2
	3	import com.alibaba.fastjson.JSON;
9162d9	4	import com.iailab.framework.common.util.object.ConvertUtils;
7fd198	5	import com.iailab.module.model.api.mdk.MdkApi;
潘	6	import com.iailab.module.model.api.mdk.dto.*;
	7	import com.iailab.module.model.mcs.pre.entity.DmModuleEntity;
	8	import com.iailab.module.model.mcs.pre.service.DmModuleService;
	9	import com.iailab.module.model.mcs.pre.service.MmPredictItemService;
9162d9	10	import com.iailab.module.model.mdk.factory.ItemEntityFactory;
潘	11	import com.iailab.module.model.mdk.factory.PredictItemFactory;
	12	import com.iailab.module.model.mdk.predict.PredictItemHandler;
7fd198	13	import com.iailab.module.model.mdk.predict.PredictModuleHandler;
9162d9	14	import com.iailab.module.model.mdk.predict.PredictResultHandler;
054fb9	15	import com.iailab.module.model.mdk.schedule.ScheduleModelHandler;
9162d9	16	import com.iailab.module.model.mdk.vo.DataValueVO;
7fd198	17	import com.iailab.module.model.mdk.vo.ItemVO;
潘	18	import com.iailab.module.model.mdk.vo.PredictResultVO;
054fb9	19	import com.iailab.module.model.mdk.vo.ScheduleResultVO;
7fd198	20	import lombok.extern.slf4j.Slf4j;
潘	21	import org.springframework.beans.factory.annotation.Autowired;
9162d9	22	import org.springframework.util.CollectionUtils;
7fd198	23	import org.springframework.validation.annotation.Validated;
潘	24	import org.springframework.web.bind.annotation.RestController;
	25
b2aca2	26	import java.util.*;
7fd198	27	import java.util.stream.Collectors;
潘	28
	29	import static com.iailab.framework.common.pojo.CommonResult.error;
	30	import static com.iailab.framework.common.pojo.CommonResult.success;
	31
	32	/**
	33	* @author PanZhibao
	34	* @Description
	35	* @createTime 2024年08月26日
	36	*/
	37	@Slf4j
	38	@RestController
	39	@Validated
	40	public class MdkApiImpl implements MdkApi {
	41
	42	@Autowired
	43	private DmModuleService dmModuleService;
	44
	45	@Autowired
	46	private MmPredictItemService mmPredictItemService;
	47
	48	@Autowired
	49	private PredictModuleHandler predictModuleHandler;
9162d9	50
潘	51	@Autowired
	52	private ItemEntityFactory itemEntityFactory;
	53
	54	@Autowired
	55	private PredictItemFactory predictItemFactory;
	56
	57	@Autowired
	58	private PredictResultHandler predictResultHandler;
054fb9	59
潘	60	@Autowired
	61	private ScheduleModelHandler scheduleModelHandler;
7fd198	62
潘	63	/**
	64	* 按模块预测
	65	*
	66	* @param reqDTO
	67	* @return
	68	*/
	69	@Override
148842	70	public MdkPredictModuleRespDTO predictModule(MdkPredictReqDTO reqDTO) {
7fd198	71	MdkPredictModuleRespDTO resp = new MdkPredictModuleRespDTO();
69bd5e	72	resp.setPredictTime(reqDTO.getPredictTime());
D	73	resp.setModuleType(reqDTO.getModuleType());
	74
7fd198	75	Map<String, MdkPredictItemRespDTO> predictItemRespMap = new HashMap<>();
潘	76	try {
	77	if (reqDTO.getPredictTime() == null) {
	78	throw new Exception("PredictTime不能为空");
	79	}
	80	if (reqDTO.getModuleType() == null) {
	81	throw new Exception("ModuleType不能为空");
	82	}
b2aca2	83	Calendar calendar = Calendar.getInstance();
D	84	calendar.setTime(reqDTO.getPredictTime());
	85	calendar.set(Calendar.MILLISECOND, 0);
	86	calendar.set(Calendar.SECOND, 0);
	87	reqDTO.setPredictTime(calendar.getTime());
7fd198	88	log.info("预测参数：" + JSON.toJSONString(reqDTO));
潘	89	MdkPredictModuleRespDTO result = new MdkPredictModuleRespDTO();
	90	result.setPredictTime(reqDTO.getPredictTime());
	91	result.setModuleType(reqDTO.getModuleType());
	92	List<DmModuleEntity> moduleList = dmModuleService.getModuleByModuleType(reqDTO.getModuleType());
	93	log.info("预测计算开始: " + System.currentTimeMillis());
	94	for (DmModuleEntity module : moduleList) {
	95	int intervalTime = 0;
	96	if (module.getPredicttime() != null) {
	97	intervalTime = (int) (reqDTO.getPredictTime().getTime() - module.getPredicttime().getTime()) / (1000 * 60);
	98	}
	99	List<ItemVO> predictItemList = mmPredictItemService.getByModuleId(module.getId());
07890e	100	Map<String, PredictResultVO> predictResultMap = new HashMap<>(predictItemList.size());
D	101	// 分组，先运行normal预测项，再将结果传递给merge预测项
	102	List<ItemVO> normalItems = predictItemList.stream().filter(e -> e.getItemType().equals("NormalItem")).collect(Collectors.toList());
	103	if (!CollectionUtils.isEmpty(normalItems)) {
	104	predictModuleHandler.predict(normalItems, reqDTO.getPredictTime(), intervalTime,predictResultMap);
	105	List<ItemVO> mergeItem = predictItemList.stream().filter(e -> e.getItemType().equals("MergeItem")).collect(Collectors.toList());
	106	if (!CollectionUtils.isEmpty(mergeItem)) {
	107	predictModuleHandler.predict(mergeItem, reqDTO.getPredictTime(), intervalTime,predictResultMap);
	108	}
	109	}
4f1717	110	// 更新Module时间
潘	111	dmModuleService.updatePredictTime(module.getId(), reqDTO.getPredictTime());
	112	if (reqDTO.getIsResult() == null \|\| !reqDTO.getIsResult()) {
	113	return resp;
	114	}
	115	for (Map.Entry<String, PredictResultVO> entry : predictResultMap.entrySet()) {
	116	MdkPredictItemRespDTO itemResp = new MdkPredictItemRespDTO();
	117	itemResp.setItemId(entry.getKey());
	118	itemResp.setPredictTime(reqDTO.getPredictTime());
	119	Map<String, List<MdkPredictDataDTO>> itemPredictData = new HashMap<>();
	120
	121	Map<String, List<DataValueVO>> predictLists = predictResultHandler.convertToPredictData2(entry.getValue());
	122	for (Map.Entry<String, List<DataValueVO>> dataListEntry : predictLists.entrySet()) {
	123	List<MdkPredictDataDTO> predictData = dataListEntry.getValue().stream().map(t -> {
	124	MdkPredictDataDTO dto1 = new MdkPredictDataDTO();
	125	dto1.setDataTime(t.getDataTime());
	126	dto1.setDataValue(t.getDataValue());
	127	return dto1;
	128	}).collect(Collectors.toList());
	129	itemPredictData.put(dataListEntry.getKey(), predictData);
	130	}
	131	itemResp.setPredictData(itemPredictData);
	132	predictItemRespMap.put(entry.getKey(), itemResp);
	133	}
7fd198	134	}
潘	135	log.info("预测计算结束: " + System.currentTimeMillis());
	136	} catch (Exception ex) {
148842	137	ex.printStackTrace();
潘	138	return resp;
7fd198	139	}
潘	140	resp.setPredictItemRespMap(predictItemRespMap);
148842	141	return resp;
7fd198	142	}
潘	143
	144	/**
	145	* 单个预测
	146	*
	147	* @param reqDTO
	148	* @return
	149	*/
	150	@Override
148842	151	public MdkPredictItemRespDTO predictItem(MdkPredictReqDTO reqDTO) {
7fd198	152	MdkPredictItemRespDTO resp = new MdkPredictItemRespDTO();
潘	153
9162d9	154	try {
潘	155	log.info("预测计算开始: " + System.currentTimeMillis());
4f1717	156	Map<String, List<MdkPredictDataDTO>> predictData = new HashMap<>();
9162d9	157	ItemVO predictItem = itemEntityFactory.getItemByItemNo(reqDTO.getItemNo());
4f1717	158	PredictItemHandler predictItemHandler = predictItemFactory.create(predictItem.getId());
7f0bcd	159	PredictResultVO predictResult = predictItemHandler.predict(reqDTO.getPredictTime(), predictItem,null,null);
9162d9	160	Map<String, List<DataValueVO>> resultMap = predictResultHandler.convertToPredictData(predictResult);
潘	161	if (!CollectionUtils.isEmpty(resultMap)) {
	162	for (Map.Entry<String, List<DataValueVO>> entry : resultMap.entrySet()) {
4f1717	163	List<MdkPredictDataDTO> data = ConvertUtils.sourceToTarget(entry.getValue(), MdkPredictDataDTO.class);
潘	164	predictData.put(entry.getKey(), data);
9162d9	165	}
潘	166	}
	167	resp.setPredictData(predictData);
	168	resp.setItemId(predictItem.getId());
	169	resp.setPredictTime(reqDTO.getPredictTime());
	170	log.info("预测计算结束: " + System.currentTimeMillis());
	171	} catch (Exception ex) {
4f1717	172	log.info("预测计算异常: " + System.currentTimeMillis(), ex);
148842	173	return resp;
9162d9	174	}
潘	175
148842	176	return resp;
7fd198	177	}
潘	178
	179	/**
	180	* 预测调整
	181	*
	182	* @param reqDTO
	183	* @return
	184	*/
	185	@Override
148842	186	public Boolean predictAutoAdjust(MdkPredictReqDTO reqDTO) {
7fd198	187
潘	188
148842	189	return true;
7fd198	190	}
潘	191
	192	/**
	193	* 执行调度模型
	194	*
	195	* @param reqDTO
	196	* @return
	197	*/
	198	@Override
148842	199	public MdkScheduleRespDTO doSchedule(MdkScheduleReqDTO reqDTO) {
7fd198	200	MdkScheduleRespDTO resp = new MdkScheduleRespDTO();
054fb9	201	resp.setScheduleCode(reqDTO.getScheduleCode());
潘	202	resp.setScheduleTime(reqDTO.getScheduleTime());
	203	try {
	204	log.info("调度计算开始: " + System.currentTimeMillis());
51c1c2	205	ScheduleResultVO scheduleResult = scheduleModelHandler.doSchedule(reqDTO.getScheduleCode(), reqDTO.getScheduleTime());
054fb9	206	resp.setResult(scheduleResult.getResult());
潘	207	log.info("预测计算结束: " + System.currentTimeMillis());
	208	} catch (Exception ex) {
	209	log.info("调度计算异常: " + System.currentTimeMillis());
07890e	210	// ex.printStackTrace();
148842	211	return resp;
054fb9	212	}
148842	213	return resp;
7fd198	214	}
潘	215	}