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															+package com.tzld.piaoquan.ad.engine.service.predict.container; 
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															+import com.alibaba.fastjson.JSONObject; 
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															+import com.alibaba.fastjson.TypeReference; 
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															+import com.aliyun.oss.OSS; 
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															+import com.aliyun.oss.OSSClientBuilder; 
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															+import com.aliyun.oss.common.auth.CredentialsProvider; 
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															+import com.aliyun.oss.common.auth.DefaultCredentialProvider; 
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															+import com.aliyun.oss.model.CopyObjectResult; 
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															+import com.aliyun.oss.model.OSSObject; 
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															+import com.aliyun.oss.model.PutObjectResult; 
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															+import org.slf4j.Logger; 
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															+import org.slf4j.LoggerFactory; 
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															+import org.springframework.beans.factory.annotation.Value; 
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															+import org.springframework.stereotype.Component; 
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															+import javax.annotation.PostConstruct; 
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															+import java.io.BufferedReader; 
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															+import java.io.ByteArrayInputStream; 
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															+import java.io.InputStream; 
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															+import java.io.InputStreamReader; 
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															+import java.util.Arrays; 
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															+import java.util.Date; 
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															+import java.util.concurrent.ConcurrentHashMap; 
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															+import java.util.concurrent.Executors; 
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															+import java.util.concurrent.ScheduledExecutorService; 
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															+import java.util.concurrent.TimeUnit; 
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															+ 
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															+@Component 
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															+public class PredictPidContainer { 
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															+    private final static Logger log = LoggerFactory.getLogger(PredictPidContainer.class); 
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															+ 
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															+    private static final int SCHEDULE_PERIOD = 10; 
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															+    private static final ScheduledExecutorService scheduler = Executors.newScheduledThreadPool(1); 
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															+    @Value("${model.oss.internal.endpoint:oss-cn-hangzhou.aliyuncs.com}") 
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															+    String endpoint = ""; 
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															+    @Value("${model.oss.accessKeyId:LTAIP6x1l3DXfSxm}") 
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															+    String accessKeyId = ""; 
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															+    @Value("${model.oss.accessKetSecret:KbTaM9ars4OX3PMS6Xm7rtxGr1FLon}") 
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															+    String accessKetSecret = ""; 
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															+    @Value("${model.oss.bucketName:art-recommend}") 
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															+    String bucketName = ""; 
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															+ 
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															+    @Value("${model.oss.pid.predict.filename.lambda:pid/predict_lambda}") 
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															+    String lambdaFileName = ""; 
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															+ 
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															+    @Value("${model.oss.pid.predict.filename.dThreshold:pid/predict_dThreshold}") 
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															+    String dThresholdFileName = ""; 
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															+ 
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															+    @Value("${ad.model.pid.predict_threshold.kp:0.5}") 
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															+    Double kp = 0d; 
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															+    @Value("${ad.model.pid.predict_threshold.ki:0.05}") 
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															+    Double ki = 0d; 
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															+ 
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															+    @Value("${ad.model.pid.predict_threshold.kd:0.005}") 
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															+    Double kd = 0d; 
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															+ 
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															+    OSS client; 
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															+ 
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															+    private static ConcurrentHashMap<String,Double>  lambdaCache=new ConcurrentHashMap<>(); 
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															+    private Date cacheDate; 
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															+ 
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															+    @PostConstruct 
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															+    private void init(){ 
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															+        instanceClient(); 
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															+        final Runnable task = new Runnable() { 
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															+            public void run() { 
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															+                try { 
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															+                    loadAndCalIfNeed(); 
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															+                }catch (Exception e){ 
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															+                    e.printStackTrace(); 
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															+                } 
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															+            } 
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															+        }; 
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															+        scheduler.scheduleAtFixedRate(task, 0, SCHEDULE_PERIOD, TimeUnit.MINUTES); // 10分钟 
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															+    } 
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															+ 
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															+    private void instanceClient(){ 
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															+        CredentialsProvider credentialsProvider = new DefaultCredentialProvider(accessKeyId, accessKetSecret); 
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															+        this.client = new OSSClientBuilder().build(endpoint, credentialsProvider); 
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															+    } 
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															+ 
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															+    private void loadAndCalIfNeed(){ 
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															+        loadLambdaFile(); 
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															+        OSSObject dCpaFileOjb=client.getObject(bucketName,dThresholdFileName); 
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															+        if(cacheDate==null||dCpaFileOjb.getObjectMetadata().getLastModified().after(cacheDate)){ 
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															+            calNewLambda(dCpaFileOjb); 
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															+            writeLambdaFileToOss(); 
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															+        } 
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															+    } 
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															+ 
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															+    private void calNewLambda(OSSObject object) { 
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															+        try { 
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															+            InputStream is=object.getObjectContent(); 
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															+            InputStreamReader isr=new InputStreamReader(is); 
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															+            BufferedReader bufferedReader = new BufferedReader(isr); 
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															+            String line = null; 
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															+            while ((line = bufferedReader.readLine()) != null){ 
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															+                try { 
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															+                    String[] cols=line.split(","); 
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															+                    String group=cols[0]; 
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															+                    Double lambdaNew=lambdaCache.getOrDefault(group,0d)+ 
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															+                            kp*Double.parseDouble(cols[1])+ki*Double.parseDouble(cols[2])+kd*Double.parseDouble(cols[3]); 
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															+                    lambdaCache.put(group,lambdaNew); 
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															+                }catch (Exception e){ 
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															+                    e.printStackTrace(); 
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															+                } 
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															+            } 
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															+        }catch (Exception e){ 
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															+            log.error("svc=calNewPredictLambda status=failed error={}", Arrays.toString(e.getStackTrace())); 
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															+        } 
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															+    } 
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															+ 
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															+    private void writeLambdaFileToOss(){ 
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															+        //先不考虑各种更新失败及重复更新问题。 
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															+        try { 
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															+            String tempFile=lambdaFileName+"_temp"; 
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															+            String content= JSONObject.toJSONString(lambdaCache); 
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															+            PutObjectResult putObjectResult=client.putObject(bucketName,tempFile,new ByteArrayInputStream(content.getBytes())); 
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															+            CopyObjectResult copyObjectResult=client.copyObject(bucketName, tempFile, bucketName, lambdaFileName); 
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															+            this.cacheDate= copyObjectResult.getLastModified(); 
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															+            client.deleteObject(bucketName, tempFile); 
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															+        }catch (Exception e){ 
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														 | 
														
														 | 
														
															+            log.error("svc=writePredictLambdaFileToOss status=failed error={}", Arrays.toString(e.getStackTrace())); 
														 | 
													
												
											
												
													
														| 
														 | 
														
															 
														 | 
														
														 | 
														
															+            e.printStackTrace(); 
														 | 
													
												
											
												
													
														| 
														 | 
														
															 
														 | 
														
														 | 
														
															+        } 
														 | 
													
												
											
												
													
														| 
														 | 
														
															 
														 | 
														
														 | 
														
															+    } 
														 | 
													
												
											
												
													
														| 
														 | 
														
															 
														 | 
														
														 | 
														
															+ 
														 | 
													
												
											
												
													
														| 
														 | 
														
															 
														 | 
														
														 | 
														
															+    private void loadLambdaFile(){ 
														 | 
													
												
											
												
													
														| 
														 | 
														
															 
														 | 
														
														 | 
														
															+        try { 
														 | 
													
												
											
												
													
														| 
														 | 
														
															 
														 | 
														
														 | 
														
															+            OSSObject object=client.getObject(bucketName,lambdaFileName); 
														 | 
													
												
											
												
													
														| 
														 | 
														
															 
														 | 
														
														 | 
														
															+            if(object==null) return; 
														 | 
													
												
											
												
													
														| 
														 | 
														
															 
														 | 
														
														 | 
														
															+            if(cacheDate!=null&& !cacheDate.before(object.getObjectMetadata().getLastModified())) return; 
														 | 
													
												
											
												
													
														| 
														 | 
														
															 
														 | 
														
														 | 
														
															+//            if(cacheDate!=null&& cacheDate.after(object.getObjectMetadata().getLastModified())) return; 
														 | 
													
												
											
												
													
														| 
														 | 
														
															 
														 | 
														
														 | 
														
															+            StringBuilder builder=new StringBuilder(); 
														 | 
													
												
											
												
													
														| 
														 | 
														
															 
														 | 
														
														 | 
														
															+            InputStream is=object.getObjectContent(); 
														 | 
													
												
											
												
													
														| 
														 | 
														
															 
														 | 
														
														 | 
														
															+            InputStreamReader isr=new InputStreamReader(is); 
														 | 
													
												
											
												
													
														| 
														 | 
														
															 
														 | 
														
														 | 
														
															+            BufferedReader bufferedReader = new BufferedReader(isr); 
														 | 
													
												
											
												
													
														| 
														 | 
														
															 
														 | 
														
														 | 
														
															+            String line = null; 
														 | 
													
												
											
												
													
														| 
														 | 
														
															 
														 | 
														
														 | 
														
															+            while ((line=bufferedReader.readLine())!=null){ 
														 | 
													
												
											
												
													
														| 
														 | 
														
															 
														 | 
														
														 | 
														
															+                builder.append(line); 
														 | 
													
												
											
												
													
														| 
														 | 
														
															 
														 | 
														
														 | 
														
															+            } 
														 | 
													
												
											
												
													
														| 
														 | 
														
															 
														 | 
														
														 | 
														
															+            lambdaCache=JSONObject.parseObject(builder.toString(),new TypeReference<ConcurrentHashMap<String,Double>>(){}); 
														 | 
													
												
											
												
													
														| 
														 | 
														
															 
														 | 
														
														 | 
														
															+            this.cacheDate=object.getObjectMetadata().getLastModified(); 
														 | 
													
												
											
												
													
														| 
														 | 
														
															 
														 | 
														
														 | 
														
															+        }catch (Exception e){ 
														 | 
													
												
											
												
													
														| 
														 | 
														
															 
														 | 
														
														 | 
														
															+            log.error("svc=loadPredictLambdaFile status=failed error={}", Arrays.toString(e.getStackTrace())); 
														 | 
													
												
											
												
													
														| 
														 | 
														
															 
														 | 
														
														 | 
														
															+            e.printStackTrace(); 
														 | 
													
												
											
												
													
														| 
														 | 
														
															 
														 | 
														
														 | 
														
															+        } 
														 | 
													
												
											
												
													
														| 
														 | 
														
															 
														 | 
														
														 | 
														
															+    } 
														 | 
													
												
											
												
													
														| 
														 | 
														
															 
														 | 
														
														 | 
														
															+ 
														 | 
													
												
											
												
													
														| 
														 | 
														
															 
														 | 
														
														 | 
														
															+    public static Double getPidLambda(String group){ 
														 | 
													
												
											
												
													
														| 
														 | 
														
															 
														 | 
														
														 | 
														
															+        return lambdaCache.getOrDefault(group,0d); 
														 | 
													
												
											
												
													
														| 
														 | 
														
															 
														 | 
														
														 | 
														
															+    } 
														 | 
													
												
											
												
													
														| 
														 | 
														
															 
														 | 
														
														 | 
														
															+} 
														 |