预测图

src/main/java/com/yingxin/prms/api/ReliabilityApi.java

@@ -71,4 +71,15 @@ public class ReliabilityApi {
         return manager.getToken(json);
     }
 
+
+    /**
+     * 2. 可靠性信息接口：所有集群的状态
+     *
+     * @return 集群信息json字符串
+     */
+    @PostMapping("selectChart")
+    public Map selectChart(@RequestBody String json) throws Exception{
+        return manager.selectChart(json);
+    }
+
 }

src/main/java/com/yingxin/prms/config/InitHostChartConfig.java

+package com.yingxin.prms.config;
+
+import com.yingxin.prms.service.dao.CassandraDaoImpl;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.context.annotation.Configuration;
+
+/**
+ * Description:
+ * Datetime:    2020/12/7   15:05
+ * Author:   gaozhentao
+ */
+@Configuration
+public class InitHostChartConfig {
+
+    private final CassandraDaoImpl cassandraDao;
+
+    @Autowired
+    public InitHostChartConfig(CassandraDaoImpl cassandraDao) {
+        this.cassandraDao = cassandraDao;
+    }
+
+}

src/main/java/com/yingxin/prms/service/asyncTask/BasicTask.java

 package com.yingxin.prms.service.asyncTask;
 
+import org.apache.http.impl.client.HttpClientBuilder;
 import org.kairosdb.client.HttpClient;
-import org.kairosdb.client.builder.MetricBuilder;
+import org.kairosdb.client.builder.*;
+import org.kairosdb.client.response.GetResponse;
+import org.kairosdb.client.response.QueryResponse;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 
 import java.io.IOException;
+import java.net.MalformedURLException;
+import java.net.URISyntaxException;
+import java.util.List;
 
 public class BasicTask {
 
@@ -14,21 +20,20 @@ public class BasicTask {
     /**
      * 服务运行状态添加到kairosDB数据库
      * @param client
-     * @param ip
-     * @param port
+     * @param url
      * @param dur
      * @param isAlive
      */
-    Boolean insertToKairos(HttpClient client, String ip, int port, long dur, boolean isAlive) {
+    Boolean insertToKairos(HttpClient client, String url, long dur, boolean isAlive) {
 
         boolean ss=false;
         MetricBuilder builderHeartbeat = MetricBuilder.getInstance();
         builderHeartbeat.addMetric("heartbeat")
-                .addTag("host", ip + ":" + port)
+                .addTag("host", url)
                 .addDataPoint(System.currentTimeMillis(), isAlive ? 0 : 1).addTtl(172800); //172800=48小时
         MetricBuilder builderRespDur = MetricBuilder.getInstance();
         builderRespDur.addMetric("respdur")
-                .addTag("host", ip + ":" + port)
+                .addTag("host", url)
                 .addDataPoint(System.currentTimeMillis(), dur);
         try {
             client.pushMetrics(builderHeartbeat);
@@ -37,9 +42,36 @@ public class BasicTask {
             }
             ss=true;
         } catch (IOException e) {
-            logger.error("error in insertToKairos.{}:{}", ip, port);
+            logger.error("error in insertToKairos.{}:{}",url);
             logger.error(e.getMessage());
         }
         return ss;
     }
+
+
+
+    void getKairos(HttpClient client, String ip, int port, long dur, boolean isAlive) {
+
+
+
+//        builderHeartbeat.addMetric("heartbeat")
+//                .addTag("host", ip + ":" + port)
+//                .addDataPoint(System.currentTimeMillis(), isAlive ? 0 : 1).addTtl(172800); //172800=48小时
+//        MetricBuilder builderRespDur = MetricBuilder.getInstance();
+//        builderRespDur.addMetric("respdur")
+//                .addTag("host", ip + ":" + port)
+//                .addDataPoint(System.currentTimeMillis(), dur);
+//        try {
+//            client.pushMetrics(builderHeartbeat);
+//            if (isAlive) {
+//                client.pushMetrics(builderRespDur);
+//            }
+//            ss=true;
+//        } catch (IOException e) {
+//            logger.error("error in insertToKairos.{}:{}", ip, port);
+//            logger.error(e.getMessage());
+//        }
+//        return ss;
+    }
+
 }

src/main/java/com/yingxin/prms/service/asyncTask/HttpTask.java

@@ -57,7 +57,7 @@ public class HttpTask extends BasicTask{
             }
             dur = System.currentTimeMillis() - start;
         } catch (RestClientException e) {
-            insertToKairos(httpClient, hostInfo.getHost_ip(), hostInfo.getHost_port(), dur, false);
+            insertToKairos(httpClient, hostInfo.getService_path(), dur, false);
             logger.info("httpTask to {}", hostInfo.getService_path());
             logger.info(e.getMessage());
             return;
@@ -117,26 +117,26 @@ public class HttpTask extends BasicTask{
                 flag = checkStatusCode(map);
         }
         if (map.get("body") != null && !map.get("body").isEmpty() ) {
-            insertToKairos(httpClient, hostInfo.getHost_ip(), hostInfo.getHost_port(), dur, flag);
+            insertToKairos(httpClient,  hostInfo.getService_path(), dur, flag);
             logger.info("httpTask to {}|{}", hostInfo.getHost_ip(), flag);
             if (flag) {
                 alarmHost.remove(hostInfo.getService_path());
             }
             return;
         }
-        insertToKairos(httpClient, hostInfo.getHost_ip(), hostInfo.getHost_port(), dur, false);
+        insertToKairos(httpClient,  hostInfo.getService_path(), dur, false);
     }
 
     /* 针对不同服务集群 返回结果 作不同校验  */
     private boolean checkStatusCode(Map<String,String> map) {
-        if(map.get("status").equals("200")){
+        if(map.containsKey("status")&&map.get("status").equals("200")){
             return true;
         }
         return false;
     }
     private boolean checkCode(Map<String,String> map) {
         JSONObject jsonObject = JSONObject.fromObject( map.get("body"));
-        if(map.containsKey("body")){
+        if(map.containsKey("body")&&map.containsKey("body")){
             String code = jsonObject.getString("code");
             if(code.equals("0")){
                 return true;
@@ -165,7 +165,7 @@ public class HttpTask extends BasicTask{
 
     private boolean checkStatus(Map<String,String> map) {
         JSONObject jsonObject = null;
-        if(map.containsKey("body")){
+        if(map.containsKey("body")&&map.containsKey("body")){
             jsonObject = JSONObject.fromObject(map.get("body"));
             String status = jsonObject.getString("status");
             if(status.equals("true")){

src/main/java/com/yingxin/prms/service/asyncTask/RedisTask.java

@@ -34,10 +34,10 @@ public class RedisTask extends BasicTask{
             String status = redisClient.info();
             alarmHost.remove(hostInfo.getService_path());
             dur = System.currentTimeMillis() - start;
-            insertToKairos(httpClient, hostInfo.getHost_ip(), hostInfo.getHost_port(), dur, true);
+            insertToKairos(httpClient,  hostInfo.getService_path(), dur, true);
         } catch (Exception e) {
             logger.info("error: redisTask to {}", hostInfo.getService_path());
-            insertToKairos(httpClient, hostInfo.getHost_ip(), hostInfo.getHost_port(), dur, false);
+            insertToKairos(httpClient,  hostInfo.getService_path(), dur, false);
         }
     }
 }

src/main/java/com/yingxin/prms/service/asyncTask/UdpTask.java

@@ -52,11 +52,11 @@ public class UdpTask extends BasicTask{
             dur = System.currentTimeMillis() - start;
         } catch (IOException e) {
             logger.debug("error: udpTask to {}", hostInfo.getService_path());
-            insertToKairos(httpClient, hostInfo.getHost_ip(), hostInfo.getHost_port(), dur, false);
+            insertToKairos(httpClient,  hostInfo.getService_path(), dur, false);
             return;
         }
         boolean isAlive = applicationReturn.length > 0;
-        insertToKairos(httpClient, ip, port, dur, isAlive);
+        insertToKairos(httpClient, ip, dur, isAlive);
         if (isAlive) {
             alarmHost.remove(hostInfo.getService_path());
         }

src/main/java/com/yingxin/prms/service/dao/CassandraDaoImpl.java

@@ -90,4 +90,9 @@ public class CassandraDaoImpl {
         String cql = "SELECT *  FROM ctid_prof.admin where username = '"+username+"';";
         return template.selectOne(cql,Admin.class);
     }
+
+    public Server_Host_Info findHostInfo(String clusterName, String ip, String port) {
+        String cql ="select * from ctid_prof.server_host_info;";
+        return template.selectOne(cql, Server_Host_Info.class);
+    }
 }

src/main/java/com/yingxin/prms/utils/CurveFittingMethod.java

+package com.yingxin.prms.utils;
+
+
+import net.sf.json.JSONObject;
+
+public class CurveFittingMethod {
+    private double[] x;
+    private double[] y;
+    private double[] weight;
+    private int n;
+    private static double[] coefficient;
+
+    public CurveFittingMethod(double[] x, double[] y, int n) {
+        if (x == null || y == null || x.length < 2 || x.length != y.length
+                || n < 2) {
+            throw new IllegalArgumentException(
+                    "输入的数组不合法！");
+        }
+        this.x = x;
+        this.y = y;
+        this.n = n;
+        weight = new double[x.length];
+        for (int i = 0; i < x.length; i++) {
+            weight[i] = 1;
+        }
+        compute();
+    }
+    public double[] getCoefficient() {
+        return coefficient;
+    }
+
+
+    public double fit(double x) {
+        if (coefficient == null) {
+            return 0;
+        }
+        double sum = 0;
+        for (int i = 0; i < coefficient.length; i++) {
+            sum += Math.pow(x, i) * coefficient[i];
+        }
+        return sum;
+    }
+
+
+    public double solve(double y) {
+        return solve(y, 1.0d);
+    }
+
+    public double solve(double y, double startX) {
+        final double EPS = 0.0000001d;
+        if (coefficient == null) {
+            return 0;
+        }
+        double x1 = 0.0d;
+        double x2 = startX;
+        do {
+            x1 = x2;
+            x2 = x1 - (fit(x1) - y) / calcReciprocal(x1);
+        } while (Math.abs((x1 - x2)) > EPS);
+        return x2;
+    }
+
+    private double calcReciprocal(double x) {
+        if (coefficient == null) {
+            return 0;
+        }
+        double sum = 0;
+        for (int i = 1; i < coefficient.length; i++) {
+            sum += i * Math.pow(x, i - 1) * coefficient[i];
+        }
+        return sum;
+    }
+
+    private void compute() {
+        if (x == null || y == null || x.length <= 1 || x.length != y.length
+                || x.length < n || n < 2) {
+            return;
+        }
+        double[] s = new double[(n - 1) * 2 + 1];
+        for (int i = 0; i < s.length; i++) {
+            for (int j = 0; j < x.length; j++) {
+                s[i] += Math.pow(x[j], i) * weight[j];
+            }
+        }
+        double[] b = new double[n];
+        for (int i = 0; i < b.length; i++) {
+            for (int j = 0; j < x.length; j++) {
+                b[i] += Math.pow(x[j], i) * y[j] * weight[j];
+            }
+        }
+        double[][] a = new double[n][n];
+        for (int i = 0; i < n; i++) {
+            for (int j = 0; j < n; j++) {
+                a[i][j] = s[i + j];
+            }
+        }
+        coefficient = calcLinearEquation(a, b);
+    }
+
+
+    private double[] calcLinearEquation(double[][] a, double[] b) {
+        if (a == null || b == null || a.length == 0 || a.length != b.length) {
+            return null;
+        }
+        for (double[] x : a) {
+            if (x == null || x.length != a.length){
+                return null;
+            }
+        }
+
+        int len = a.length - 1;
+        double[] result = new double[a.length];
+
+        if (len == 0) {
+            result[0] = b[0] / a[0][0];
+            return result;
+        }
+
+        double[][] aa = new double[len][len];
+        double[] bb = new double[len];
+        int posx = -1, posy = -1;
+        for (int i = 0; i <= len; i++) {
+            for (int j = 0; j <= len; j++){
+                if (a[i][j] != 0.0d) {
+                    posy = j;
+                    break;
+                }
+            }
+            if (posy != -1) {
+                posx = i;
+                break;
+            }
+        }
+        if (posx == -1) {
+            return null;
+        }
+
+        int count = 0;
+        for (int i = 0; i <= len; i++) {
+            if (i == posx) {
+                continue;
+            }
+            bb[count] = b[i] * a[posx][posy] - b[posx] * a[i][posy];
+            int count2 = 0;
+            for (int j = 0; j <= len; j++) {
+                if (j == posy) {
+                    continue;
+                }
+                aa[count][count2] = a[i][j] * a[posx][posy] - a[posx][j]
+                        * a[i][posy];
+                count2++;
+            }
+            count++;
+        }
+
+        double[] result2 = calcLinearEquation(aa, bb);
+
+        double sum = b[posx];
+        count = 0;
+        for (int i = 0; i <= len; i++) {
+            if (i == posy) {
+                continue;
+            }
+            sum -= a[posx][i] * result2[count];
+            result[i] = result2[count];
+            count++;
+        }
+        result[posy] = sum / a[posx][posy];
+        return result;
+    }
+
+
+    public static JSONObject run(double[] x, double[] y, int n,double[] result){
+        CurveFittingMethod leastSquareMethod = new CurveFittingMethod(x,y,n);
+        JSONObject jsonObject=new JSONObject();
+
+        String expression="";
+        expression +="y=";
+        for (int j=coefficient.length-1;j>=0;j--) {
+            if(coefficient[j]!=0.0){
+                    expression += coefficient[j];
+                    for(int i=0;i<j;i++){
+                        expression +="*x";
+                    }
+                    if(j!=0 && coefficient[j-1]>0){
+                    expression +="+";
+                }
+            }
+        }
+        if(expression.charAt(expression.length()-1)=='+'){
+            expression=expression.substring(0,expression.length()-1);
+        }
+
+        double[] x_data_array=new double[result.length];
+        double[] y_data_array=new double[result.length];
+        for(int i=0;i<result.length;i++){
+            x_data_array[i]=result[i];
+            y_data_array[i]=leastSquareMethod.fit(x_data_array[i]);
+        }
+        jsonObject.put("x_data_array",x_data_array);
+        jsonObject.put("y_data_array",y_data_array);
+        jsonObject.put("expression",expression);
+        return jsonObject;
+    }
+
+}

src/main/java/com/yingxin/prms/utils/SendHttpUtil.java

 package com.yingxin.prms.utils;
 
 import org.apache.http.HttpEntity;
-import org.apache.http.HttpMessage;
-import org.apache.http.HttpResponse;
 import org.apache.http.ParseException;
 import org.apache.http.client.ClientProtocolException;
 import org.apache.http.client.config.RequestConfig;
 import org.apache.http.client.methods.CloseableHttpResponse;
 import org.apache.http.client.methods.HttpGet;
 import org.apache.http.client.methods.HttpPost;
+import org.apache.http.conn.ConnectTimeoutException;
 import org.apache.http.entity.StringEntity;
 import org.apache.http.impl.client.CloseableHttpClient;
 import org.apache.http.impl.client.HttpClientBuilder;
-import org.apache.http.impl.client.HttpClients;
 import org.apache.http.util.EntityUtils;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
 
 import java.io.IOException;
-import java.io.UnsupportedEncodingException;
+import java.net.ConnectException;
 import java.net.SocketException;
-import java.net.URLEncoder;
 import java.util.HashMap;
 import java.util.Map;
 
@@ -28,7 +27,7 @@ import java.util.Map;
  * Author:   gaozhentao
  */
 public class SendHttpUtil {
-
+    private static Logger logger = LoggerFactory.getLogger(SendHttpUtil.class);
     public static Map<String,String>   doGet(String uri) {
         Map<String,String>  map = new HashMap();
         // 获得Http客户端(可以理解为:你得先有一个浏览器;注意:实际上HttpClient与浏览器是不一样的)
@@ -65,7 +64,12 @@ public class SendHttpUtil {
             if (responseEntity != null) {
                 map.put("body",EntityUtils.toString(responseEntity));
             }
-        } catch (ClientProtocolException e) {
+        }catch (ConnectException e){
+            logger.error(uri+"请求超时");
+        }catch (ConnectTimeoutException e){
+
+        }
+        catch (ClientProtocolException e) {
             e.printStackTrace();
         } catch (ParseException e) {
             e.printStackTrace();
@@ -117,8 +121,9 @@ public class SendHttpUtil {
                 map.put("body",EntityUtils.toString(responseEntity, "utf-8"));
             }
             // 从响应模型中获取响应实体
-        }
-        catch (ClientProtocolException e) {
+        }catch (ConnectException e){
+            logger.error(uri+"请求超时");
+        } catch (ClientProtocolException e) {
             e.printStackTrace();
         } catch (ParseException e) {
             e.printStackTrace();

src/main/java/com/yingxin/prms/utils/TimeUtil.java

@@ -8,12 +8,14 @@ import org.apache.http.entity.StringEntity;
 import org.apache.http.impl.client.CloseableHttpClient;
 import org.apache.http.impl.client.HttpClientBuilder;
 import org.apache.http.util.EntityUtils;
+import org.kairosdb.client.builder.QueryBuilder;
 import org.springframework.http.ResponseEntity;
 
 import java.io.IOException;
 import java.text.DateFormat;
 import java.text.ParseException;
 import java.text.SimpleDateFormat;
+import java.util.Calendar;
 import java.util.Date;
 
 /**
@@ -53,4 +55,20 @@ public class TimeUtil {
         return password.substring(12,password.length()-24);
     }
 
+
+    public static String toDate(long time){
+        Date date = new Date(time);
+        SimpleDateFormat sdf = new SimpleDateFormat("yyyy-MM-dd HH:mm:ss");
+        return sdf.format(date);
+    }
+
+    public static Date PreviousDay(Date date){
+        Calendar calendar = Calendar.getInstance();
+        calendar.setTime(date);
+        calendar.set(Calendar.DAY_OF_MONTH,
+                calendar.get(Calendar.DAY_OF_MONTH) - 1);// 让日期减1
+        return calendar.getTime();
+    }
+
+
 }

src/main/resources/application.yml

@@ -51,3 +51,4 @@ alarm:
 
 
 tokeTime: 1200000
+pointNumber: 60
\ No newline at end of file

src/main/resources/static/index.html

-<!DOCTYPE html><html><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1"><title>可靠性监控</title><link href=/css/app.922e61cdab17b243300c6570c9e472b4.css rel=stylesheet></head><body><div id=app></div><script type=text/javascript src=/js/manifest.1766e3c7586055624ca0.js></script><script type=text/javascript src=/js/vendor.9829f477b655c50975d5.js></script><script type=text/javascript src=/js/app.9fe012d70d6830d9e466.js></script></body></html>
\ No newline at end of file
+<!DOCTYPE html><html><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1"><title>可靠性监控</title><link href=/css/app.922e61cdab17b243300c6570c9e472b4.css rel=stylesheet></head><body><div id=app></div><script type=text/javascript src=/js/manifest.1766e3c7586055624ca0.js></script><script type=text/javascript src=/js/vendor.9829f477b655c50975d5.js></script><script type=text/javascript src=/js/app.568607172586b4f34cbd.js></script></body></html>
\ No newline at end of file

src/main/resources/static/js/manifest.1766e3c7586055624ca0.js.map

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