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054fb9	1	package com.iailab.module.model.mdk.schedule.impl;
潘	2
07890e	3	import com.alibaba.fastjson.JSON;
054fb9	4	import com.alibaba.fastjson.JSONArray;
潘	5	import com.alibaba.fastjson.JSONObject;
	6	import com.iail.model.IAILModel;
51c1c2	7	import com.iailab.module.model.common.enums.CommonConstant;
054fb9	8	import com.iailab.module.model.mcs.sche.entity.StScheduleModelEntity;
bbc1ee	9	import com.iailab.module.model.mcs.sche.entity.StScheduleModelSettingEntity;
潘	10	import com.iailab.module.model.mcs.sche.entity.StScheduleSchemeEntity;
054fb9	11	import com.iailab.module.model.mcs.sche.service.StScheduleModelService;
bbc1ee	12	import com.iailab.module.model.mcs.sche.service.StScheduleModelSettingService;
潘	13	import com.iailab.module.model.mcs.sche.service.StScheduleSchemeService;
054fb9	14	import com.iailab.module.model.mdk.common.enums.TypeA;
潘	15	import com.iailab.module.model.mdk.common.exceptions.ModelInvokeException;
	16	import com.iailab.module.model.mdk.sample.SampleConstructor;
	17	import com.iailab.module.model.mdk.sample.dto.SampleData;
	18	import com.iailab.module.model.mdk.schedule.ScheduleModelHandler;
	19	import com.iailab.module.model.mdk.vo.ScheduleResultVO;
45520a	20	import com.iailab.module.model.mpk.common.MdkConstant;
51c1c2	21	import com.iailab.module.model.mpk.common.utils.DllUtils;
054fb9	22	import lombok.extern.slf4j.Slf4j;
潘	23	import org.springframework.beans.factory.annotation.Autowired;
	24	import org.springframework.stereotype.Component;
	25	import org.springframework.util.CollectionUtils;
	26
	27	import java.text.MessageFormat;
45520a	28	import java.util.Date;
D	29	import java.util.HashMap;
	30	import java.util.List;
eca625	31	import java.util.Map;
054fb9	32
潘	33	/**
	34	* @author PanZhibao
	35	* @Description
	36	* @createTime 2024年09月05日
	37	*/
	38	@Slf4j
	39	@Component
	40	public class ScheduleModelHandlerImpl implements ScheduleModelHandler {
	41
	42	@Autowired
bbc1ee	43	private StScheduleSchemeService stScheduleSchemeService;
潘	44
	45	@Autowired
054fb9	46	private StScheduleModelService stScheduleModelService;
潘	47
	48	@Autowired
bbc1ee	49	private StScheduleModelSettingService stScheduleModelSettingService;
054fb9	50
潘	51	@Autowired
	52	private SampleConstructor sampleConstructor;
	53
	54	@Override
eca625	55	public ScheduleResultVO doSchedule(String schemeCode, Date scheduleTime, HashMap<String, Object> params) throws ModelInvokeException {
054fb9	56	ScheduleResultVO scheduleResult = new ScheduleResultVO();
bbc1ee	57	StScheduleSchemeEntity scheduleScheme = stScheduleSchemeService.getByCode(schemeCode);
b425df	58	StScheduleModelEntity scheduleModel = stScheduleModelService.get(scheduleScheme.getModelId());
bbc1ee	59	if (scheduleModel == null) {
054fb9	60	throw new ModelInvokeException(MessageFormat.format("{0},modelId={1}",
bbc1ee	61	ModelInvokeException.errorGetModelEntity, scheduleModel.getId()));
054fb9	62	}
bbc1ee	63	String modelId = scheduleModel.getId();
054fb9	64	try {
潘	65	//1.根据模型id构造模型输入样本
07890e	66	long now = System.currentTimeMillis();
50084d	67	List<SampleData> sampleDataList = sampleConstructor.constructSample(TypeA.Schedule.name(), modelId, scheduleTime,scheduleScheme.getName());
07890e	68	log.info("构造模型输入样本消耗时长：" + (System.currentTimeMillis() - now) / 1000 + "秒");
054fb9	69	if (CollectionUtils.isEmpty(sampleDataList)) {
bbc1ee	70	log.info("调度模型构造样本失败，schemeCode=" + schemeCode);
054fb9	71	return null;
潘	72	}
	73
45520a	74	IAILModel newModelBean = composeNewModelBean(scheduleModel);
D	75	HashMap<String, Object> settings = getScheduleSettingsByModelId(modelId);
	76	if (settings == null) {
	77	log.error("模型setting不存在，modelId=" + modelId);
	78	return null;
	79	}
eca625	80	//如果输入参数中包含setting，则覆盖默认的setting
J	81	if (!params.isEmpty()){
	82	for (Map.Entry<String, Object> entry : params.entrySet()){
	83	if (settings.containsKey(entry.getKey())){
	84	settings.put(entry.getKey(), entry.getValue());
	85	}
	86	}
	87	}
45520a	88	// 校验setting必须有pyFile，否则可能导致程序崩溃
D	89	if (!settings.containsKey(MdkConstant.PY_FILE_KEY)) {
	90	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！");
	91	return null;
	92	}
	93	int portLength = sampleDataList.size();
	94	Object[] param2Values = new Object[portLength + 1];
	95	for (int i = 0; i < portLength; i++) {
054fb9	96	param2Values[i] = sampleDataList.get(i).getMatrix();
潘	97	}
45520a	98	param2Values[portLength] = settings;
054fb9	99
45520a	100	log.info("#######################调度模型 " + scheduleModel.getModelName() + " ##########################");
07890e	101	log.info("参数： " + JSON.toJSONString(param2Values));
45520a	102	//IAILMDK.run
c204b3	103	HashMap<String, Object> modelResult = DllUtils.run(newModelBean, param2Values, scheduleScheme.getMpkprojectid());
b2bb7d	104	if (!modelResult.containsKey(CommonConstant.MDK_STATUS_CODE) \|\| !modelResult.containsKey(CommonConstant.MDK_RESULT)) {
11a742	105	log.info("模型结果异常：" + modelResult);
51c1c2	106	}
8a6b19	107	String statusCode = modelResult.get(CommonConstant.MDK_STATUS_CODE).toString();
11a742	108	HashMap<String, Object> result = new HashMap<>();
潘	109	if (modelResult.containsKey(CommonConstant.MDK_RESULT) && modelResult.get(CommonConstant.MDK_RESULT) != null &&
	110	CommonConstant.MDK_STATUS_100.equals(modelResult.get(CommonConstant.MDK_STATUS_CODE).toString())) {
	111	result = (HashMap<String, Object>) modelResult.get(CommonConstant.MDK_RESULT);
	112	}
054fb9	113	//打印结果
潘	114	JSONObject jsonObjResult = new JSONObject();
b2bb7d	115	jsonObjResult.put("result", result);
054fb9	116	log.info(String.valueOf(jsonObjResult));
潘	117
	118	//5.返回调度结果
8a6b19	119	scheduleResult.setResultCode(statusCode);
b2bb7d	120	scheduleResult.setResult(result);
054fb9	121	scheduleResult.setModelId(modelId);
bbc1ee	122	scheduleResult.setSchemeId(scheduleScheme.getId());
054fb9	123	scheduleResult.setScheduleTime(scheduleTime);
潘	124	} catch (Exception ex) {
	125	log.error("IAILMDK.run()执行失败");
	126	log.error(ex.getMessage());
	127	log.error("调用发生异常，异常信息为:{}", ex);
	128	ex.printStackTrace();
	129	}
	130	return scheduleResult;
	131	}
	132
	133	/**
	134	* 根据模型id获取参数map
	135	*
	136	* @param modelId
	137	* @return
	138	*/
45520a	139	private HashMap<String, Object> getScheduleSettingsByModelId(String modelId) {
bbc1ee	140	List<StScheduleModelSettingEntity> list = stScheduleModelSettingService.getByModelId(modelId);
054fb9	141	if (CollectionUtils.isEmpty(list)) {
潘	142	return null;
	143	}
	144	HashMap<String, Object> result = new HashMap<>();
bbc1ee	145	for (StScheduleModelSettingEntity entry : list) {
45520a	146	String valueType = entry.getValuetype().trim(); //去除两端空格
054fb9	147	if ("int".equals(valueType)) {
45520a	148	int value = Integer.parseInt(entry.getValue());
054fb9	149	result.put(entry.getKey(), value);
潘	150	} else if ("double".equals(valueType)) {
45520a	151	double value = Double.parseDouble(entry.getValue());
054fb9	152	result.put(entry.getKey(), value);
潘	153	} else if ("string".equals(valueType)) {
45520a	154	String value = entry.getValue();
054fb9	155	result.put(entry.getKey(), value);
潘	156	} else if ("decimalArray".equals(valueType)) {
	157	JSONArray valueArray = JSONArray.parseArray(entry.getValue());
	158	double[] value = new double[valueArray.size()];
	159	for (int i = 0; i < valueArray.size(); i++) {
	160	value[i] = Double.parseDouble(valueArray.get(i).toString());
	161	}
	162	result.put(entry.getKey(), value);
	163	} else if ("decimal".equals(valueType)) {
	164	double value = Double.parseDouble(entry.getValue());
	165	result.put(entry.getKey(), value);
	166	}
	167	}
	168	return result;
	169	}
45520a	170
D	171	private IAILModel composeNewModelBean(StScheduleModelEntity model) {
	172	IAILModel newModelBean = new IAILModel();
	173	newModelBean.setClassName(model.getClassName().trim());
	174	newModelBean.setMethodName(model.getMethodName().trim());
	175	//构造参数类型
	176	Class<?>[] paramsArray = new Class[model.getPortLength() + 1];
	177	for (int i = 0; i < model.getPortLength(); i++) {
	178	paramsArray[i] = double[][].class;
	179	}
	180	paramsArray[model.getPortLength()] = HashMap.class;
	181	newModelBean.setParamsArray(paramsArray);
	182	//
	183	// HashMap<String, Object> dataMap = new HashMap<>();
	184	// newModelBean.setDataMap(dataMap);
	185	return newModelBean;
	186	}
054fb9	187	}