[warehouse] 数据仓储初始化，指标数据读取存储入库influxdb redis编码

manager/pom.xml

@@ -29,6 +29,12 @@
             <artifactId>scheduler</artifactId>
             <version>1.0-SNAPSHOT</version>
         </dependency>
+        <!-- data warehouse -->
+        <dependency>
+            <groupId>com.usthe.tancloud</groupId>
+            <artifactId>warehouse</artifactId>
+            <version>1.0-SNAPSHOT</version>
+        </dependency>
         <!-- spring -->
         <dependency>
             <groupId>org.springframework.boot</groupId>

pom.xml

@@ -14,6 +14,7 @@
         <module>alerter</module>
         <module>common</module>
         <module>collector</module>
+        <module>warehouse</module>
     </modules>
 
     <properties>

warehouse/pom.xml

@@ -0,0 +1,68 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project xmlns="http://maven.apache.org/POM/4.0.0"
+         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
+    <parent>
+        <artifactId>monitor</artifactId>
+        <groupId>com.usthe.tancloud</groupId>
+        <version>1.0-SNAPSHOT</version>
+    </parent>
+    <modelVersion>4.0.0</modelVersion>
+
+    <artifactId>warehouse</artifactId>
+
+    <dependencies>
+        <!-- common -->
+        <dependency>
+            <groupId>com.usthe.tancloud</groupId>
+            <artifactId>common</artifactId>
+            <version>1.0-SNAPSHOT</version>
+        </dependency>
+        <!-- spring -->
+        <dependency>
+            <groupId>org.springframework.boot</groupId>
+            <artifactId>spring-boot-starter-web</artifactId>
+            <scope>provided</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.springframework.boot</groupId>
+            <artifactId>spring-boot-autoconfigure</artifactId>
+        </dependency>
+        <dependency>
+            <groupId>org.springframework.boot</groupId>
+            <artifactId>spring-boot-configuration-processor</artifactId>
+            <optional>true</optional>
+        </dependency>
+        <!-- influxdb -->
+        <dependency>
+            <groupId>com.influxdb</groupId>
+            <artifactId>influxdb-client-java</artifactId>
+            <version>3.4.0</version>
+        </dependency>
+        <!-- kafka -->
+        <dependency>
+            <groupId>org.apache.kafka</groupId>
+            <artifactId>kafka-clients</artifactId>
+            <version>3.0.0</version>
+        </dependency>
+        <!--redis-->
+        <dependency>
+            <groupId>io.lettuce</groupId>
+            <artifactId>lettuce-core</artifactId>
+            <scope>provided</scope>
+        </dependency>
+        <!-- swagger -->
+        <dependency>
+            <groupId>io.springfox</groupId>
+            <artifactId>springfox-boot-starter</artifactId>
+            <scope>provided</scope>
+        </dependency>
+        <!-- feign -->
+        <dependency>
+            <groupId>org.springframework.cloud</groupId>
+            <artifactId>spring-cloud-starter-openfeign</artifactId>
+            <version>3.0.5</version>
+            <scope>provided</scope>
+        </dependency>
+    </dependencies>
+</project>

warehouse/src/main/java/com/usthe/warehouse/MetricsDataQueue.java

@@ -0,0 +1,42 @@
+package com.usthe.warehouse;
+
+import com.usthe.common.entity.message.CollectRep;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.stereotype.Component;
+
+import java.util.concurrent.LinkedBlockingQueue;
+import java.util.concurrent.TimeUnit;
+
+/**
+ * 采集数据队列
+ * @author tom
+ * @date 2021/11/24 17:58
+ */
+@Component
+@Slf4j
+public class MetricsDataQueue {
+
+    private final LinkedBlockingQueue<CollectRep.MetricsData> dataInfluxQueue;
+    private final LinkedBlockingQueue<CollectRep.MetricsData> dataRedisQueue;
+
+    public MetricsDataQueue() {
+        dataInfluxQueue = new LinkedBlockingQueue<>();
+        dataRedisQueue = new LinkedBlockingQueue<>();
+    }
+
+    public void addMetricsDataToInflux(CollectRep.MetricsData metricsData) {
+        dataInfluxQueue.offer(metricsData);
+    }
+
+    public CollectRep.MetricsData pollInfluxMetricsData() throws InterruptedException {
+        return dataInfluxQueue.poll(2, TimeUnit.SECONDS);
+    }
+
+    public void addMetricsDataToRedis(CollectRep.MetricsData metricsData) {
+        dataRedisQueue.offer(metricsData);
+    }
+
+    public CollectRep.MetricsData pollRedisMetricsData() throws InterruptedException {
+        return dataRedisQueue.poll(2, TimeUnit.SECONDS);
+    }
+}

warehouse/src/main/java/com/usthe/warehouse/WarehouseProperties.java

@@ -0,0 +1,259 @@
+package com.usthe.warehouse;
+
+import org.springframework.boot.context.properties.ConfigurationProperties;
+import org.springframework.stereotype.Component;
+
+/**
+ * 数据仓储配置属性
+ * @author tom
+ * @date 2021/11/24 10:38
+ */
+@Component
+@ConfigurationProperties(prefix = "warehouse")
+public class WarehouseProperties {
+
+    /**
+     * 数据入口配置属性
+     */
+    private EntranceProperties entrance;
+
+    /**
+     * 数据存储配置属性
+     */
+    private StoreProperties store;
+
+    public EntranceProperties getEntrance() {
+        return entrance;
+    }
+
+    public void setEntrance(EntranceProperties entrance) {
+        this.entrance = entrance;
+    }
+
+    public StoreProperties getStore() {
+        return store;
+    }
+
+    public void setStore(StoreProperties store) {
+        this.store = store;
+    }
+
+    /**
+     * 数据入口配置属性
+     * 入口可以是从kafka rabbitmq rocketmq等消息中间件获取数据
+     */
+    public static class EntranceProperties {
+
+        /**
+         * kafka配置信息
+         */
+        private EntranceProperties.KafkaProperties kafka;
+
+        public EntranceProperties.KafkaProperties getKafka() {
+            return kafka;
+        }
+
+        public void setKafka(EntranceProperties.KafkaProperties kafka) {
+            this.kafka = kafka;
+        }
+
+        public static class KafkaProperties {
+            /**
+             * kafka数据入口是否启动
+             */
+            private boolean enabled = true;
+
+            /**
+             * kafka的连接服务器url
+             */
+            private String servers = "127.0.0.1:9092";
+            /**
+             * 接收数据的topic名称
+             */
+            private String topic;
+            /**
+             * 消费者组ID
+             */
+            private String groupId;
+
+            public boolean isEnabled() {
+                return enabled;
+            }
+
+            public void setEnabled(boolean enabled) {
+                this.enabled = enabled;
+            }
+
+            public String getServers() {
+                return servers;
+            }
+
+            public void setServers(String servers) {
+                this.servers = servers;
+            }
+
+            public String getTopic() {
+                return topic;
+            }
+
+            public void setTopic(String topic) {
+                this.topic = topic;
+            }
+
+            public String getGroupId() {
+                return groupId;
+            }
+
+            public void setGroupId(String groupId) {
+                this.groupId = groupId;
+            }
+        }
+
+    }
+
+    /**
+     * 调度数据出口配置属性
+     */
+    public static class StoreProperties {
+
+        /**
+         * influxdb配置信息
+         */
+        private InfluxdbProperties influxdb;
+        /**
+         * redis配置信息
+         */
+        private RedisProperties redis;
+
+        public InfluxdbProperties getInfluxdb() {
+            return influxdb;
+        }
+
+        public void setInfluxdb(InfluxdbProperties influxdb) {
+            this.influxdb = influxdb;
+        }
+
+        public RedisProperties getRedis() {
+            return redis;
+        }
+
+        public void setRedis(RedisProperties redis) {
+            this.redis = redis;
+        }
+
+        public static class InfluxdbProperties {
+            /**
+             * influxdb数据存储是否启动
+             */
+            private boolean enabled = true;
+            /**
+             * influxdb的连接服务器url
+             */
+            private String servers = "http://127.0.0.1:8086";
+            /**
+             * 认证token
+             */
+            private String token;
+            /**
+             * 仓库名称
+             */
+            private String bucket;
+            /**
+             * 组织名称
+             */
+            private String org;
+
+            public boolean isEnabled() {
+                return enabled;
+            }
+
+            public void setEnabled(boolean enabled) {
+                this.enabled = enabled;
+            }
+
+            public String getServers() {
+                return servers;
+            }
+
+            public void setServers(String servers) {
+                this.servers = servers;
+            }
+
+            public String getToken() {
+                return token;
+            }
+
+            public void setToken(String token) {
+                this.token = token;
+            }
+
+            public String getBucket() {
+                return bucket;
+            }
+
+            public void setBucket(String bucket) {
+                this.bucket = bucket;
+            }
+
+            public String getOrg() {
+                return org;
+            }
+
+            public void setOrg(String org) {
+                this.org = org;
+            }
+        }
+
+        public static class RedisProperties {
+            /**
+             * redis数据存储是否启动
+             */
+            private boolean enabled = true;
+            /**
+             * redis 主机host
+             */
+            private String host = "127.0.0.1";
+            /**
+             * redis 主机端口
+             */
+            private Integer port = 6379;
+            /**
+             * redis 访问密码
+             */
+            private String password;
+
+            public boolean isEnabled() {
+                return enabled;
+            }
+
+            public void setEnabled(boolean enabled) {
+                this.enabled = enabled;
+            }
+
+            public String getHost() {
+                return host;
+            }
+
+            public void setHost(String host) {
+                this.host = host;
+            }
+
+            public Integer getPort() {
+                return port;
+            }
+
+            public void setPort(Integer port) {
+                this.port = port;
+            }
+
+            public String getPassword() {
+                return password;
+            }
+
+            public void setPassword(String password) {
+                this.password = password;
+            }
+        }
+    }
+
+}

warehouse/src/main/java/com/usthe/warehouse/WarehouseWorkerPool.java

@@ -0,0 +1,54 @@
+package com.usthe.warehouse;
+
+import com.google.common.util.concurrent.ThreadFactoryBuilder;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.stereotype.Component;
+
+import java.util.concurrent.RejectedExecutionException;
+import java.util.concurrent.SynchronousQueue;
+import java.util.concurrent.ThreadFactory;
+import java.util.concurrent.ThreadPoolExecutor;
+import java.util.concurrent.TimeUnit;
+
+/**
+ * warehouse 工作线程池
+ * @author tom
+ * @date 2021/11/24 18:09
+ */
+@Component
+@Slf4j
+public class WarehouseWorkerPool {
+
+    private ThreadPoolExecutor workerExecutor;
+
+    public WarehouseWorkerPool() {
+        initWorkExecutor();
+    }
+
+    private void initWorkExecutor() {
+        // 线程工厂
+        ThreadFactory threadFactory = new ThreadFactoryBuilder()
+                .setUncaughtExceptionHandler((thread, throwable) -> {
+                    log.error("workerExecutor has uncaughtException.");
+                    log.error(throwable.getMessage(), throwable); })
+                .setDaemon(true)
+                .setNameFormat("warehouse-worker-%d")
+                .build();
+        workerExecutor = new ThreadPoolExecutor(6,
+                10,
+                10,
+                TimeUnit.SECONDS,
+                new SynchronousQueue<>(),
+                threadFactory,
+                new ThreadPoolExecutor.AbortPolicy());
+    }
+
+    /**
+     * 运行warehouse任务
+     * @param runnable 任务
+     * @throws RejectedExecutionException when 线程池满
+     */
+    public void executeJob(Runnable runnable) throws RejectedExecutionException {
+        workerExecutor.execute(runnable);
+    }
+}

warehouse/src/main/java/com/usthe/warehouse/entrance/KafkaDataConsume.java

@@ -0,0 +1,81 @@
+package com.usthe.warehouse.entrance;
+
+import com.usthe.common.entity.message.CollectRep;
+import com.usthe.warehouse.MetricsDataQueue;
+import com.usthe.warehouse.WarehouseProperties;
+import com.usthe.warehouse.WarehouseWorkerPool;
+import lombok.extern.slf4j.Slf4j;
+import org.apache.kafka.clients.consumer.ConsumerConfig;
+import org.apache.kafka.clients.consumer.ConsumerRecords;
+import org.apache.kafka.clients.consumer.KafkaConsumer;
+import org.apache.kafka.common.serialization.LongDeserializer;
+import org.springframework.beans.factory.DisposableBean;
+import org.springframework.boot.autoconfigure.AutoConfigureAfter;
+import org.springframework.boot.autoconfigure.condition.ConditionalOnProperty;
+import org.springframework.context.annotation.Configuration;
+
+import java.time.Duration;
+import java.util.Collections;
+import java.util.Properties;
+
+/**
+ * 从Kafka消费指标组采集数据处理
+ * @author tom
+ * @date 2021/11/24 18:03
+ */
+@Configuration
+@AutoConfigureAfter(value = {WarehouseProperties.class})
+@ConditionalOnProperty(prefix = "warehouse.entrance.kafka",
+        name = "enabled", havingValue = "true", matchIfMissing = true)
+@Slf4j
+public class KafkaDataConsume implements DisposableBean {
+
+    private KafkaConsumer<Long, CollectRep.MetricsData> consumer;
+    private WarehouseWorkerPool workerPool;
+    private MetricsDataQueue dataQueue;
+    public KafkaDataConsume(WarehouseProperties properties, WarehouseWorkerPool workerPool,
+                            MetricsDataQueue dataQueue) {
+        this.workerPool = workerPool;
+        this.dataQueue = dataQueue;
+        initConsumer(properties);
+        startConsumeData();
+    }
+
+    private void startConsumeData() {
+        Runnable runnable = () -> {
+            Thread.currentThread().setName("warehouse-kafka-data-consumer");
+            while (!Thread.currentThread().isInterrupted()) {
+                ConsumerRecords<Long, CollectRep.MetricsData> records = consumer.poll(Duration.ofMillis(100));
+                records.forEach(record -> {
+                    dataQueue.addMetricsDataToInflux(record.value());
+                    dataQueue.addMetricsDataToRedis(record.value());
+                });
+            }
+        };
+        workerPool.executeJob(runnable);
+    }
+
+    private void initConsumer(WarehouseProperties properties) {
+        if (properties == null || properties.getEntrance() == null || properties.getEntrance().getKafka() == null) {
+            log.error("init error, please config Warehouse kafka props in application.yml");
+            throw new IllegalArgumentException("please config Warehouse kafka props");
+        }
+        WarehouseProperties.EntranceProperties.KafkaProperties kafkaProp = properties.getEntrance().getKafka();
+        Properties consumerProp = new Properties();
+        consumerProp.put(ConsumerConfig.BOOTSTRAP_SERVERS_CONFIG, kafkaProp.getServers());
+        consumerProp.put(ConsumerConfig.GROUP_ID_CONFIG, kafkaProp.getGroupId());
+        consumerProp.put(ConsumerConfig.KEY_DESERIALIZER_CLASS_CONFIG, LongDeserializer.class);
+        consumerProp.put(ConsumerConfig.VALUE_DESERIALIZER_CLASS_CONFIG, KafkaMetricsDataDeserializer.class);
+        consumerProp.put(ConsumerConfig.ENABLE_AUTO_COMMIT_CONFIG, true);
+        consumerProp.put(ConsumerConfig.AUTO_COMMIT_INTERVAL_MS_CONFIG, 1000);
+        consumer = new KafkaConsumer<>(consumerProp);
+        consumer.subscribe(Collections.singleton(kafkaProp.getTopic()));
+    }
+
+    @Override
+    public void destroy() throws Exception {
+        if (consumer != null) {
+            consumer.close();
+        }
+    }
+}

warehouse/src/main/java/com/usthe/warehouse/entrance/KafkaMetricsDataDeserializer.java

@@ -0,0 +1,24 @@
+package com.usthe.warehouse.entrance;
+
+import com.usthe.common.entity.message.CollectRep;
+import lombok.extern.slf4j.Slf4j;
+import org.apache.kafka.common.serialization.Deserializer;
+
+/**
+ * MetricsData的反序列化
+ * @author tom
+ * @date 2021/11/24 17:29
+ */
+@Slf4j
+public class KafkaMetricsDataDeserializer implements Deserializer<CollectRep.MetricsData> {
+
+    @Override
+    public CollectRep.MetricsData deserialize(String topicName, byte[] bytes) {
+        try {
+            return CollectRep.MetricsData.parseFrom(bytes);
+        } catch (Exception e) {
+            log.error(e.getMessage(), e);
+        }
+        return null;
+    }
+}

warehouse/src/main/java/com/usthe/warehouse/store/InfluxdbDataStorage.java

@@ -0,0 +1,110 @@
+package com.usthe.warehouse.store;
+
+import com.google.protobuf.ProtocolStringList;
+import com.influxdb.client.InfluxDBClient;
+import com.influxdb.client.InfluxDBClientFactory;
+import com.influxdb.client.WriteApi;
+import com.influxdb.client.WriteOptions;
+import com.influxdb.client.domain.WritePrecision;
+import com.influxdb.client.write.Point;
+import com.usthe.common.entity.message.CollectRep;
+import com.usthe.warehouse.MetricsDataQueue;
+import com.usthe.warehouse.WarehouseProperties;
+import com.usthe.warehouse.WarehouseWorkerPool;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.beans.factory.DisposableBean;
+import org.springframework.boot.autoconfigure.AutoConfigureAfter;
+import org.springframework.boot.autoconfigure.condition.ConditionalOnProperty;
+import org.springframework.context.annotation.Configuration;
+
+import java.time.Instant;
+
+/**
+ * influxdb存储采集数据
+ * @author tom
+ * @date 2021/11/24 18:23
+ */
+@Configuration
+@AutoConfigureAfter(value = {WarehouseProperties.class})
+@ConditionalOnProperty(prefix = "warehouse.store.influxdb",
+        name = "enabled", havingValue = "true", matchIfMissing = true)
+@Slf4j
+public class InfluxdbDataStorage implements DisposableBean {
+
+    private InfluxDBClient influxClient;
+    private WriteApi writeApi;
+    private WarehouseWorkerPool workerPool;
+    private MetricsDataQueue dataQueue;
+
+    public InfluxdbDataStorage (WarehouseProperties properties, WarehouseWorkerPool workerPool,
+                                MetricsDataQueue dataQueue) {
+        this.workerPool = workerPool;
+        this.dataQueue = dataQueue;
+        initInfluxDbClient(properties);
+        startStorageData();
+    }
+
+    private void startStorageData() {
+        Runnable runnable = () -> {
+            Thread.currentThread().setName("warehouse-influxdb-data-storage");
+            while (!Thread.currentThread().isInterrupted()) {
+                try {
+                    CollectRep.MetricsData metricsData = dataQueue.pollInfluxMetricsData();
+                    if (metricsData != null) {
+                        saveData(metricsData);
+                    }
+                } catch (InterruptedException e) {
+                    log.error(e.getMessage());
+                }
+            }
+        };
+        workerPool.executeJob(runnable);
+        workerPool.executeJob(runnable);
+    }
+
+    private void initInfluxDbClient(WarehouseProperties properties) {
+        if (properties == null || properties.getStore() == null || properties.getStore().getInfluxdb() == null) {
+            log.error("init error, please config Warehouse influxdb props in application.yml");
+            throw new IllegalArgumentException("please config Warehouse influxdb props");
+        }
+        WarehouseProperties.StoreProperties.InfluxdbProperties influxdbProp = properties.getStore().getInfluxdb();
+        influxClient = InfluxDBClientFactory.create(influxdbProp.getServers(), influxdbProp.getToken().toCharArray(),
+                influxdbProp.getOrg(), influxdbProp.getBucket());
+        WriteOptions writeOptions = WriteOptions.builder()
+                .batchSize(1000)
+                .bufferLimit(1000)
+                .jitterInterval(1000)
+                .retryInterval(5000)
+                .build();
+        writeApi = influxClient.makeWriteApi(writeOptions);
+    }
+
+
+    public void saveData(CollectRep.MetricsData metricsData) {
+        String measurement = metricsData.getApp() + "--" + metricsData.getMetrics();
+        String monitorId = String.valueOf(metricsData.getId());
+        Instant collectTime = Instant.ofEpochMilli(metricsData.getTime());
+        ProtocolStringList fields = metricsData.getFieldsList();
+        for (CollectRep.ValueRow valueRow : metricsData.getValuesList()) {
+            Point point = Point.measurement(measurement)
+                    .addTag("id", monitorId)
+                    .addTag("instance", valueRow.getInstance())
+                    .time(collectTime, WritePrecision.MS);
+            for (int index = 0; index < fields.size(); index++) {
+                point.addField(fields.get(index), valueRow.getColumns(index));
+            }
+            writeApi.writePoint(point);
+        }
+    }
+
+
+    @Override
+    public void destroy() throws Exception {
+        if (writeApi != null) {
+            writeApi.close();
+        }
+        if (influxClient != null) {
+            influxClient.close();
+        }
+    }
+}

warehouse/src/main/java/com/usthe/warehouse/store/MetricsDataRedisCodec.java

@@ -0,0 +1,42 @@
+package com.usthe.warehouse.store;
+
+import com.usthe.common.entity.message.CollectRep;
+import io.lettuce.core.codec.RedisCodec;
+import lombok.extern.slf4j.Slf4j;
+
+import java.nio.ByteBuffer;
+import java.nio.charset.StandardCharsets;
+
+/**
+ * MetricsData redis 序列化
+ * @author tom
+ * @date 2021/11/25 10:42
+ */
+@Slf4j
+public class MetricsDataRedisCodec implements RedisCodec<String, CollectRep.MetricsData> {
+
+    @Override
+    public String decodeKey(ByteBuffer byteBuffer) {
+        return new String(byteBuffer.array(), byteBuffer.position(), byteBuffer.limit(), StandardCharsets.UTF_8);
+    }
+
+    @Override
+    public CollectRep.MetricsData decodeValue(ByteBuffer byteBuffer) {
+        try {
+            return CollectRep.MetricsData.parseFrom(byteBuffer);
+        } catch (Exception e) {
+            log.error(e.getMessage());
+            return null;
+        }
+    }
+
+    @Override
+    public ByteBuffer encodeKey(String s) {
+        return ByteBuffer.wrap(s.getBytes(StandardCharsets.UTF_8));
+    }
+
+    @Override
+    public ByteBuffer encodeValue(CollectRep.MetricsData metricsData) {
+        return ByteBuffer.wrap(metricsData.toByteArray());
+    }
+}

warehouse/src/main/java/com/usthe/warehouse/store/RedisDataStorage.java

@@ -0,0 +1,106 @@
+package com.usthe.warehouse.store;
+
+import com.usthe.common.entity.message.CollectRep;
+import com.usthe.warehouse.MetricsDataQueue;
+import com.usthe.warehouse.WarehouseProperties;
+import com.usthe.warehouse.WarehouseWorkerPool;
+import io.lettuce.core.RedisClient;
+import io.lettuce.core.RedisURI;
+import io.lettuce.core.api.StatefulRedisConnection;
+import io.lettuce.core.api.async.RedisAsyncCommands;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.beans.factory.DisposableBean;
+import org.springframework.boot.autoconfigure.AutoConfigureAfter;
+import org.springframework.boot.autoconfigure.condition.ConditionalOnProperty;
+import org.springframework.context.annotation.Configuration;
+
+import java.time.Duration;
+import java.time.temporal.ChronoUnit;
+
+/**
+ * redis存储采集实时数据
+ * @author tom
+ * @date 2021/11/25 10:26
+ */
+@Configuration
+@AutoConfigureAfter(value = {WarehouseProperties.class})
+@ConditionalOnProperty(prefix = "warehouse.store.redis",
+        name = "enabled", havingValue = "true", matchIfMissing = true)
+@Slf4j
+public class RedisDataStorage implements DisposableBean {
+
+    private RedisClient redisClient;
+    private StatefulRedisConnection<String, CollectRep.MetricsData> connection;
+    private WarehouseWorkerPool workerPool;
+    private MetricsDataQueue dataQueue;
+
+    public RedisDataStorage (WarehouseProperties properties, WarehouseWorkerPool workerPool,
+                                MetricsDataQueue dataQueue) {
+        this.workerPool = workerPool;
+        this.dataQueue = dataQueue;
+
+        initRedisClient(properties);
+        startStorageData();
+    }
+
+    private void startStorageData() {
+        Runnable runnable = () -> {
+            Thread.currentThread().setName("warehouse-redis-data-storage");
+            while (!Thread.currentThread().isInterrupted()) {
+                try {
+                    CollectRep.MetricsData metricsData = dataQueue.pollRedisMetricsData();
+                    if (metricsData != null) {
+                        saveData(metricsData);
+                    }
+                } catch (InterruptedException e) {
+                    log.error(e.getMessage());
+                }
+            }
+        };
+        workerPool.executeJob(runnable);
+    }
+
+    private void saveData(CollectRep.MetricsData metricsData) {
+        String key = String.valueOf(metricsData.getId());
+        String hashKey = metricsData.getMetrics();
+        if (metricsData.getValuesList().isEmpty()) {
+            log.info("[warehouse] redis flush metrics data {}:{} is null, ignore.", key, hashKey);
+            return;
+        }
+        RedisAsyncCommands<String, CollectRep.MetricsData> commands = connection.async();
+        commands.hset(key, hashKey, metricsData).thenAccept(response -> {
+            if (response) {
+                log.debug("[warehouse] redis add new data {}:{}.", key, hashKey);
+            } else {
+                log.debug("[warehouse] redis replace data {}:{}.", key, hashKey);
+            }
+        });
+    }
+
+    private void initRedisClient(WarehouseProperties properties) {
+        if (properties == null || properties.getStore() == null || properties.getStore().getRedis() == null) {
+            log.error("init error, please config Warehouse redis props in application.yml");
+            throw new IllegalArgumentException("please config Warehouse redis props");
+        }
+        WarehouseProperties.StoreProperties.RedisProperties redisProp = properties.getStore().getRedis();
+        RedisURI.Builder uriBuilder = RedisURI.builder()
+                .withHost(redisProp.getHost())
+                .withPort(redisProp.getPort())
+                .withTimeout(Duration.of(10, ChronoUnit.SECONDS));
+        if (redisProp.getPassword() != null && !"".equals(redisProp.getPassword())) {
+            uriBuilder.withPassword(redisProp.getPassword().toCharArray());
+        }
+        redisClient = RedisClient.create(uriBuilder.build());
+        connection = redisClient.connect(new MetricsDataRedisCodec());
+    }
+
+    @Override
+    public void destroy() throws Exception {
+        if (connection != null) {
+            connection.close();
+        }
+        if (redisClient != null) {
+            redisClient.shutdown();
+        }
+    }
+}

warehouse/src/main/resources/META-INF/spring.factories

@@ -0,0 +1,7 @@
+org.springframework.boot.autoconfigure.EnableAutoConfiguration=\
+com.usthe.warehouse.WarehouseProperties,\
+com.usthe.warehouse.MetricsDataQueue,\
+com.usthe.warehouse.WarehouseWorkerPool,\
+com.usthe.warehouse.entrance.KafkaDataConsume,\
+com.usthe.warehouse.store.InfluxdbDataStorage,\
+com.usthe.warehouse.store.RedisDataStorage