iailab-plat.git

Merge remote-tracking branch 'origin/master'

houzhongjian

2024-12-05 a709abfd8ffec1524cefff30c3581f4425695433

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054fb9	1	package com.iailab.module.model.mdk.schedule.impl;
潘	2
	3	import com.alibaba.fastjson.JSONArray;
	4	import com.alibaba.fastjson.JSONObject;
	5	import com.iail.model.IAILModel;
51c1c2	6	import com.iailab.module.model.common.enums.CommonConstant;
054fb9	7	import com.iailab.module.model.mcs.sche.entity.StScheduleModelEntity;
bbc1ee	8	import com.iailab.module.model.mcs.sche.entity.StScheduleModelSettingEntity;
潘	9	import com.iailab.module.model.mcs.sche.entity.StScheduleSchemeEntity;
054fb9	10	import com.iailab.module.model.mcs.sche.service.StScheduleModelService;
bbc1ee	11	import com.iailab.module.model.mcs.sche.service.StScheduleModelSettingService;
潘	12	import com.iailab.module.model.mcs.sche.service.StScheduleSchemeService;
054fb9	13	import com.iailab.module.model.mdk.common.enums.TypeA;
潘	14	import com.iailab.module.model.mdk.common.exceptions.ModelInvokeException;
	15	import com.iailab.module.model.mdk.sample.SampleConstructor;
	16	import com.iailab.module.model.mdk.sample.dto.SampleData;
	17	import com.iailab.module.model.mdk.schedule.ScheduleModelHandler;
	18	import com.iailab.module.model.mdk.vo.ScheduleResultVO;
45520a	19	import com.iailab.module.model.mpk.common.MdkConstant;
51c1c2	20	import com.iailab.module.model.mpk.common.utils.DllUtils;
054fb9	21	import lombok.extern.slf4j.Slf4j;
潘	22	import org.springframework.beans.factory.annotation.Autowired;
	23	import org.springframework.stereotype.Component;
	24	import org.springframework.util.CollectionUtils;
	25
	26	import java.text.MessageFormat;
45520a	27	import java.util.Date;
D	28	import java.util.HashMap;
	29	import java.util.List;
054fb9	30
潘	31	/**
	32	* @author PanZhibao
	33	* @Description
	34	* @createTime 2024年09月05日
	35	*/
	36	@Slf4j
	37	@Component
	38	public class ScheduleModelHandlerImpl implements ScheduleModelHandler {
	39
	40	@Autowired
bbc1ee	41	private StScheduleSchemeService stScheduleSchemeService;
潘	42
	43	@Autowired
054fb9	44	private StScheduleModelService stScheduleModelService;
潘	45
	46	@Autowired
bbc1ee	47	private StScheduleModelSettingService stScheduleModelSettingService;
054fb9	48
潘	49	@Autowired
	50	private SampleConstructor sampleConstructor;
	51
	52	@Override
bbc1ee	53	public ScheduleResultVO doSchedule(String schemeCode, Date scheduleTime) throws ModelInvokeException {
054fb9	54	ScheduleResultVO scheduleResult = new ScheduleResultVO();
bbc1ee	55	StScheduleSchemeEntity scheduleScheme = stScheduleSchemeService.getByCode(schemeCode);
b425df	56	StScheduleModelEntity scheduleModel = stScheduleModelService.get(scheduleScheme.getModelId());
bbc1ee	57	if (scheduleModel == null) {
054fb9	58	throw new ModelInvokeException(MessageFormat.format("{0},modelId={1}",
bbc1ee	59	ModelInvokeException.errorGetModelEntity, scheduleModel.getId()));
054fb9	60	}
bbc1ee	61	String modelId = scheduleModel.getId();
054fb9	62	try {
潘	63	//1.根据模型id构造模型输入样本
	64	List<SampleData> sampleDataList = sampleConstructor.constructSample(TypeA.Schedule.name(), modelId, scheduleTime);
	65	if (CollectionUtils.isEmpty(sampleDataList)) {
bbc1ee	66	log.info("调度模型构造样本失败，schemeCode=" + schemeCode);
054fb9	67	return null;
潘	68	}
	69
45520a	70	IAILModel newModelBean = composeNewModelBean(scheduleModel);
D	71	HashMap<String, Object> settings = getScheduleSettingsByModelId(modelId);
	72	if (settings == null) {
	73	log.error("模型setting不存在，modelId=" + modelId);
	74	return null;
	75	}
	76	// 校验setting必须有pyFile，否则可能导致程序崩溃
	77	if (!settings.containsKey(MdkConstant.PY_FILE_KEY)) {
	78	log.error("模型设置参数缺少必要信息【" + MdkConstant.PY_FILE_KEY + "】,请重新上传模型！");
	79	return null;
	80	}
	81	int portLength = sampleDataList.size();
	82	Object[] param2Values = new Object[portLength + 1];
	83	for (int i = 0; i < portLength; i++) {
054fb9	84	param2Values[i] = sampleDataList.get(i).getMatrix();
潘	85	}
45520a	86	param2Values[portLength] = settings;
054fb9	87
45520a	88	log.info("#######################调度模型 " + scheduleModel.getModelName() + " ##########################");
054fb9	89	JSONObject jsonObjNewModelBean = new JSONObject();
潘	90	jsonObjNewModelBean.put("newModelBean", newModelBean);
	91	log.info(String.valueOf(jsonObjNewModelBean));
	92	JSONObject jsonObjParam2Values = new JSONObject();
	93	jsonObjParam2Values.put("param2Values", param2Values);
	94	log.info(String.valueOf(jsonObjParam2Values));
	95
45520a	96	//IAILMDK.run
c204b3	97	HashMap<String, Object> modelResult = DllUtils.run(newModelBean, param2Values, scheduleScheme.getMpkprojectid());
51c1c2	98	if (!modelResult.containsKey(CommonConstant.MDK_STATUS_CODE) \|\| !modelResult.containsKey(CommonConstant.MDK_RESULT) \|\|
潘	99	!modelResult.get(CommonConstant.MDK_STATUS_CODE).toString().equals(CommonConstant.MDK_STATUS_100)) {
	100	throw new RuntimeException("模型结果异常：" + modelResult);
	101	}
c204b3	102	modelResult = (HashMap<String, Object>) modelResult.get(CommonConstant.MDK_RESULT);
054fb9	103
潘	104	//打印结果
	105	JSONObject jsonObjResult = new JSONObject();
c204b3	106	jsonObjResult.put("result", modelResult);
054fb9	107	log.info(String.valueOf(jsonObjResult));
潘	108
	109	//5.返回调度结果
c204b3	110	scheduleResult.setResult(modelResult);
054fb9	111	scheduleResult.setModelId(modelId);
bbc1ee	112	scheduleResult.setSchemeId(scheduleScheme.getId());
054fb9	113	scheduleResult.setScheduleTime(scheduleTime);
潘	114	} catch (Exception ex) {
	115	log.error("IAILMDK.run()执行失败");
	116	log.error(ex.getMessage());
	117	log.error("调用发生异常，异常信息为:{}", ex);
	118	ex.printStackTrace();
	119	}
	120	return scheduleResult;
	121	}
	122
	123	/**
	124	* 根据模型id获取参数map
	125	*
	126	* @param modelId
	127	* @return
	128	*/
45520a	129	private HashMap<String, Object> getScheduleSettingsByModelId(String modelId) {
bbc1ee	130	List<StScheduleModelSettingEntity> list = stScheduleModelSettingService.getByModelId(modelId);
054fb9	131	if (CollectionUtils.isEmpty(list)) {
潘	132	return null;
	133	}
	134	HashMap<String, Object> result = new HashMap<>();
bbc1ee	135	for (StScheduleModelSettingEntity entry : list) {
45520a	136	String valueType = entry.getValuetype().trim(); //去除两端空格
054fb9	137	if ("int".equals(valueType)) {
45520a	138	int value = Integer.parseInt(entry.getValue());
054fb9	139	result.put(entry.getKey(), value);
潘	140	} else if ("double".equals(valueType)) {
45520a	141	double value = Double.parseDouble(entry.getValue());
054fb9	142	result.put(entry.getKey(), value);
潘	143	} else if ("string".equals(valueType)) {
45520a	144	String value = entry.getValue();
054fb9	145	result.put(entry.getKey(), value);
潘	146	} else if ("decimalArray".equals(valueType)) {
	147	JSONArray valueArray = JSONArray.parseArray(entry.getValue());
	148	double[] value = new double[valueArray.size()];
	149	for (int i = 0; i < valueArray.size(); i++) {
	150	value[i] = Double.parseDouble(valueArray.get(i).toString());
	151	}
	152	result.put(entry.getKey(), value);
	153	} else if ("decimal".equals(valueType)) {
	154	double value = Double.parseDouble(entry.getValue());
	155	result.put(entry.getKey(), value);
	156	}
	157	}
	158	return result;
	159	}
45520a	160
D	161	private IAILModel composeNewModelBean(StScheduleModelEntity model) {
	162	IAILModel newModelBean = new IAILModel();
	163	newModelBean.setClassName(model.getClassName().trim());
	164	newModelBean.setMethodName(model.getMethodName().trim());
	165	//构造参数类型
	166	Class<?>[] paramsArray = new Class[model.getPortLength() + 1];
	167	for (int i = 0; i < model.getPortLength(); i++) {
	168	paramsArray[i] = double[][].class;
	169	}
	170	paramsArray[model.getPortLength()] = HashMap.class;
	171	newModelBean.setParamsArray(paramsArray);
	172	//
	173	// HashMap<String, Object> dataMap = new HashMap<>();
	174	// newModelBean.setDataMap(dataMap);
	175	return newModelBean;
	176	}
054fb9	177	}