refactor(alert): 优化 EXA 服务 IP 并调整报警模型设置默认值

- 修改 EXA 服务 IP 地址为47.98.32.148
- 修正报警模型设置的默认条件为 "1==1"
- 优化 EXAUtils 类中的方法，提高代码可读性和维护性
- 更新 ModelController 中的请求参数注解
- 调整 ModelServiceImpl 中的模型训练逻辑
-为 ModelTestParam 类添加 JSON别名注解
- 修正 TrainParam 类中的字段名称和类型

yudao-module-alert/yudao-module-alert-biz/src/main/java/cn/iocoder/yudao/module/alert/controller/admin/model/ModelController.java

@@ -63,7 +63,7 @@ public class ModelController {
     }
 
     @PostMapping("/test")
-    public CommonResult<ModelTestData> getTestData(ModelTestParam param) {
+    public CommonResult<ModelTestData> getTestData(@RequestBody ModelTestParam param) {
         ModelTestData modelTestData = modelService.getModelTestData(param);
         return CommonResult.success(modelTestData);
     }

yudao-module-alert/yudao-module-alert-biz/src/main/java/cn/iocoder/yudao/module/alert/controller/admin/model/model/ModelInfo.java

@@ -115,7 +115,7 @@ public class ModelInfo {
         private String alarmCondition;
 
         public static AlarmModelSet defaultInit() {
-            return new AlarmModelSet("全工况运行", "1=1");
+            return new AlarmModelSet("全工况运行", "1==1");
         }
     }
 

yudao-module-alert/yudao-module-alert-biz/src/main/java/cn/iocoder/yudao/module/alert/param/ModelTestParam.java

@@ -1,5 +1,6 @@
 package cn.iocoder.yudao.module.alert.param;
 
+import com.fasterxml.jackson.annotation.JsonAlias;
 import com.fasterxml.jackson.annotation.JsonProperty;
 import lombok.AllArgsConstructor;
 import lombok.Data;
@@ -12,7 +13,11 @@ import java.util.List;
 @NoArgsConstructor
 public class ModelTestParam {
     @JsonProperty("Test_Data")
+    @JsonAlias("Test_Data")
     private TestData testData;
+
+    @JsonProperty("Model_id")
+    @JsonAlias("Model_id")
     private Integer modelId;
     private String version;
 
@@ -24,8 +29,10 @@ public class ModelTestParam {
         private String points;
         private Integer interval;
         @JsonProperty("AddBias")
+        @JsonAlias("AddBias")
         private List<Double> addBias;
         @JsonProperty("AddBias_Time")
+        @JsonAlias("AddBias_Time")
         private String addBiasTime;
     }
 }

yudao-module-alert/yudao-module-alert-biz/src/main/java/cn/iocoder/yudao/module/alert/param/TrainParam.java

@@ -1,6 +1,5 @@
 package cn.iocoder.yudao.module.alert.param;
 
-import com.alibaba.fastjson.annotation.JSONField;
 import com.fasterxml.jackson.annotation.JsonAlias;
 import com.fasterxml.jackson.annotation.JsonProperty;
 import lombok.AllArgsConstructor;
@@ -21,16 +20,17 @@ public class TrainParam {
     @JsonProperty("Hyper_para")
     private HyperPara hyperPara;
     private String type;
-    private String condition;
+    private String conditon;
 
     @JsonAlias("smote_config")
     @JsonProperty("smote_config")
-    private String smoteConfig;
+    private List<Object> smoteConfig;
 
     private Boolean smote;
 
     private String targetPoint;
 
+
     @Data
     public static class Smote {
         private String pointId;
@@ -55,5 +55,6 @@ public class TrainParam {
         private String dead;
         private String limit;
         private String uplow;
+        private Integer interval;
     }
 }

yudao-module-alert/yudao-module-alert-biz/src/main/java/cn/iocoder/yudao/module/alert/service/model/impl/ModelServiceImpl.java

@@ -28,10 +28,7 @@ import org.springframework.stereotype.Service;
 import org.springframework.util.StringUtils;
 import org.springframework.web.bind.annotation.RequestBody;
 
-import java.util.Date;
+import java.util.*;
-import java.util.List;
-import java.util.Map;
-import java.util.Objects;
 import java.util.stream.Collectors;
 
 /**
@@ -119,6 +116,7 @@ public class ModelServiceImpl implements ModelService {
             info.setName(model.getModelName());
             info.setDescription(model.getDescription());
             info.setRate(model.getRate());
+            info.setTrainTime(new ArrayList<>());
             modelCfg.setModelInfo(JsonUtils.toJsonString(info));
             modelCfgService.updateById(modelCfg);
             return modelId;
@@ -143,14 +141,14 @@ public class ModelServiceImpl implements ModelService {
 
     @Override
     public TrainInfo trainModel(TrainParam param) {
-        String trainBody = HttpUtils.post(algorithmHost + "/api/get_smote_data", null, JsonUtils.toJsonString(param));
+        String trainBody = HttpUtils.post(algorithmHost + "/api/test/ClearTrain", null, JsonUtils.toJsonString(param));
         if (trainBody.contains("error_msg")) {
             throw new RuntimeException("模型训练异常：" + JsonUtils.parseObject(trainBody,
                     new TypeReference<Map<String, String>>() {
                     }).get("error_msg"));
         }
-        return JsonUtils.parseObject(trainBody, new TypeReference<List<TrainInfo>>() {
+        return JsonUtils.parseObject(trainBody, new TypeReference<TrainInfo>() {
-        }).get(0);
+        });
     }
 
 

yudao-module-alert/yudao-module-alert-biz/src/main/java/cn/iocoder/yudao/module/alert/utils/EXAUtils.java

@@ -1,6 +1,9 @@
 package cn.iocoder.yudao.module.alert.utils;
 
-import cn.iocoder.yudao.module.alert.controller.admin.exa.vo.*;
+import cn.iocoder.yudao.module.alert.controller.admin.exa.vo.EXAHistoryReqVO;
+import cn.iocoder.yudao.module.alert.controller.admin.exa.vo.EXAHttp;
+import cn.iocoder.yudao.module.alert.controller.admin.exa.vo.EXAPageReqVO;
+import cn.iocoder.yudao.module.alert.controller.admin.exa.vo.Point;
 import com.alibaba.fastjson.JSON;
 import com.alibaba.fastjson.JSONArray;
 import com.google.gson.Gson;
@@ -11,14 +14,11 @@ import org.apache.http.client.fluent.Request;
 import org.apache.http.client.methods.CloseableHttpResponse;
 import org.apache.http.client.methods.HttpDelete;
 import org.apache.http.client.methods.HttpGet;
-import org.apache.http.client.methods.HttpPost;
 import org.apache.http.client.utils.URIBuilder;
 import org.apache.http.entity.ContentType;
-import org.apache.http.entity.StringEntity;
 import org.apache.http.impl.client.CloseableHttpClient;
 import org.apache.http.impl.client.HttpClients;
 import org.apache.http.util.EntityUtils;
-import org.springframework.beans.factory.annotation.Value;
 
 import java.io.IOException;
 import java.lang.reflect.Type;
@@ -31,7 +31,6 @@ import java.util.List;
 public class EXAUtils {
 
 
-
     /**
      * 根据分页条件和测点名称测点描述模糊查询
      *

yudao-server/src/main/resources/application-local.yaml

@@ -271,7 +271,7 @@ pf4j:
   #  pluginsDir: /tmp/
   pluginsDir: ../plugins
 EXA:
-  ip: 120.26.116.243
+  ip: 47.98.32.148
 point:
   head: XN.
 algorithm: