Spring boot spring引导的java spark日志记录级别问题

Spring boot spring引导的java spark日志记录级别问题,spring-boot,apache-spark,Spring Boot,Apache Spark,我正在使用spark和java spring引导,希望将日志级别错误设置为控制台和文件,但它不起作用,尝试了以下解决方案 1) .set(“spark.executor.extraJavaOptions”,“-Dlog4jspark.root.logger=ERROR,console”) 2) .set(“spark.driver.extraJavaOptions”,“-Dorg.slf4j.simpleLogger.defaultLogLevel=ERROR,console”) spark.s

我正在使用spark和java spring引导,希望将日志级别错误设置为控制台和文件,但它不起作用,尝试了以下解决方案

1)
.set(“spark.executor.extraJavaOptions”,“-Dlog4jspark.root.logger=ERROR,console”)
2)
.set(“spark.driver.extraJavaOptions”,“-Dorg.slf4j.simpleLogger.defaultLogLevel=ERROR,console”)

  • spark.sparkContext.setLogLevel('ERROR')
  • 但不起作用:(

    火花配置:

        <dependency>
            <groupId>org.scala-lang</groupId>
            <artifactId>scala-library</artifactId>
            <version>${scala.version}</version>
            <scope>compile</scope>
        </dependency>
    
        <dependency>
            <groupId>org.scala-lang</groupId>
            <artifactId>scala-compiler</artifactId>
            <version>${scala.version}</version>
            <scope>compile</scope>
        </dependency>
    
        <dependency>
            <groupId>org.scala-lang</groupId>
            <artifactId>scala-reflect</artifactId>
            <version>${scala.version}</version>
            <scope>compile</scope>
        </dependency>
    
        
            <!-- For spring MVC -->
            <dependency>
                <groupId>org.springframework.boot</groupId>
                <artifactId>spring-boot-starter-mail</artifactId>
                <exclusions>
               <exclusion>
                        <groupId>ch.qos.logback</groupId>
                        <artifactId>logback-classic</artifactId>
                    </exclusion>
            </exclusions> 
            </dependency>
            <dependency>
                <groupId>org.springframework.boot</groupId>
                <artifactId>spring-boot-starter-web</artifactId>
                <exclusions>
                    <exclusion>
                        <groupId>ch.qos.logback</groupId>
                        <artifactId>logback-classic</artifactId>
                    </exclusion>
                </exclusions>
            </dependency>
    
            <dependency>
                <groupId>org.springframework.boot</groupId>
                <artifactId>spring-boot-starter-test</artifactId>
                <scope>test</scope>
            </dependency>
    
            <!-- For Spring Integration -->
            <dependency>
                <groupId>org.springframework.boot</groupId>
                <artifactId>spring-boot-starter-integration</artifactId>
            </dependency>
    
            <dependency>
                <groupId>org.apache.spark</groupId>
                <artifactId>spark-mllib_2.10</artifactId>
                <version>2.0.0</version>
                <exclusions>
                    <exclusion>
                        <artifactId>slf4j-api</artifactId>
                        <groupId>org.slf4j</groupId>
                    </exclusion>
                </exclusions>
            </dependency>
    
            <dependency>
                <groupId>org.apache.spark</groupId>
                <artifactId>spark-core_2.10</artifactId>
                <version>2.0.0</version>
                <exclusions>
                    <exclusion>
                        <groupId>org.slf4j</groupId>
                        <artifactId>slf4j-log4j12</artifactId>
                    </exclusion>
                    <exclusion>
                        <groupId>log4j</groupId>
                        <artifactId>log4j</artifactId>
                    </exclusion>
                </exclusions>
            </dependency>
    
            <dependency>
                <groupId>org.apache.spark</groupId>
                <artifactId>spark-streaming_2.10</artifactId>
                <version>2.0.0</version>
            </dependency>
    
            <dependency>
                <groupId>org.apache.spark</groupId>
                <artifactId>spark-sql_2.10</artifactId>
                <version>2.0.0</version>
            </dependency>
    
            <!-- https://mvnrepository.com/artifact/org.slf4j/log4j-over-slf4j -->
        <dependency>
            <groupId>org.slf4j</groupId>
            <artifactId>slf4j-simple</artifactId>
            <version>1.6.4</version>
        </dependency>
    
            <dependency>
                <groupId>org.springframework.boot</groupId>
                <artifactId>spring-boot-devtools</artifactId>
                <scope>compile</scope>
            </dependency>
            
            <dependency>
            <groupId>commons-collections</groupId>
            <artifactId>commons-collections</artifactId>
            <version>3.1</version>
            <exclusions>
                <exclusion>
                    <groupId>log4j</groupId>
                    <artifactId>log4j</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>commons-beanutils</groupId>
                    <artifactId>commons-beanutils-core</artifactId>
                </exclusion>
            </exclusions>
            <scope>compile</scope>
        </dependency>
    
        
    
        <dependency>
            <groupId>mysql</groupId>
            <artifactId>mysql-connector-java</artifactId>
            <version>5.1.39</version>
        </dependency>
    
        <dependency>
            <groupId>org.freemarker</groupId>
            <artifactId>freemarker</artifactId>
            <version>2.3.24-incubating</version>
        </dependency>
    
        <dependency>
            <groupId>com.jayway.jsonpath</groupId>
            <artifactId>json-path</artifactId>
            <version>2.1.0</version>
            <exclusions>
                <exclusion>
                    <groupId>log4j</groupId>
                    <artifactId>log4j</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>org.slf4j</groupId>
                    <artifactId>slf4j-log4j12</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>org.slf4j</groupId>
                    <artifactId>slf4j-api</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>org.slf4j</groupId>
                    <artifactId>log4j-over-slf4j</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>commons-beanutils</groupId>
                    <artifactId>commons-beanutils-core</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>commons-collections</groupId>
                    <artifactId>commons-collections</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>org.apache.hadoop</groupId>
                    <artifactId>hadoop-yarn-common</artifactId>
                </exclusion>
            </exclusions>
        </dependency>
    
        <dependency>
            <groupId>com.h2database</groupId>
            <artifactId>h2</artifactId>
            <version>1.4.189</version>
            <scope>compile</scope>            
            <exclusions>
                <exclusion>
                    <groupId>log4j</groupId>
                    <artifactId>log4j</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>org.slf4j</groupId>
                    <artifactId>slf4j-log4j12</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>org.slf4j</groupId>
                    <artifactId>slf4j-api</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>org.slf4j</groupId>
                    <artifactId>log4j-over-slf4j</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>commons-beanutils</groupId>
                    <artifactId>commons-beanutils-core</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>commons-collections</groupId>
                    <artifactId>commons-collections</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>org.apache.hadoop</groupId>
                    <artifactId>hadoop-yarn-common</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>com.fasterxml.jackson.core</groupId>
                    <artifactId>*</artifactId>
                </exclusion>
            </exclusions>
        </dependency>
        <dependency>
            <groupId>mysql</groupId>
            <artifactId>mysql-connector-java</artifactId>
            <version>5.1.17</version>
        </dependency>       
        <dependency> 
            <groupId>com.opencsv</groupId> 
            <artifactId>opencsv</artifactId> 
            <version>4.1</version> 
        </dependency> 
    
        <!--Test-->
        <dependency>
            <groupId>org.scalatest</groupId>
            <artifactId>scalatest_${scala.libversion}</artifactId>
            <version>3.0.1</version>
            <scope>test</scope>
        </dependency>
        <dependency>
            <groupId>junit</groupId>
            <artifactId>junit</artifactId>
            <version>4.12</version>
            <scope>test</scope>
        </dependency>
        <!-- https://mvnrepository.com/artifact/org.apache.commons/commons-lang3 -->
        <dependency>
            <groupId>org.apache.commons</groupId>
            <artifactId>commons-lang3</artifactId>
            <version>3.3.2</version>
        </dependency>
                <!-- https://mvnrepository.com/artifact/com.healthmarketscience.sqlbuilder/sqlbuilder -->
        <dependency>
            <groupId>com.healthmarketscience.sqlbuilder</groupId>
            <artifactId>sqlbuilder</artifactId>
            <version>2.1.7</version>
        </dependency>
        <!-- https://mvnrepository.com/artifact/com.googlecode.json-simple/json-simple -->
        <dependency>
            <groupId>com.googlecode.json-simple</groupId>
            <artifactId>json-simple</artifactId>
            <version>1.1</version>
        </dependency>
        <dependency>
          <groupId>ca.krasnay</groupId>
          <artifactId>sqlbuilder</artifactId>
          <version>1.2</version>
        </dependency>
        
        <dependency>
          <groupId>com.crealytics</groupId>
          <artifactId>spark-excel_2.10</artifactId>
          <version>0.8.3</version>
        </dependency>
        <dependency>
          <groupId>com.eclipsesource.minimal-json</groupId>
          <artifactId>minimal-json</artifactId>
          <version>0.9.5</version>
        </dependency>
                <!-- https://mvnrepository.com/artifact/joda-time/joda-time -->
        <dependency>
            <groupId>joda-time</groupId>
            <artifactId>joda-time</artifactId>
            <version>2.3</version>
        </dependency>
        </dependencies>
    

    pom.xml依赖性:

        <dependency>
            <groupId>org.scala-lang</groupId>
            <artifactId>scala-library</artifactId>
            <version>${scala.version}</version>
            <scope>compile</scope>
        </dependency>
    
        <dependency>
            <groupId>org.scala-lang</groupId>
            <artifactId>scala-compiler</artifactId>
            <version>${scala.version}</version>
            <scope>compile</scope>
        </dependency>
    
        <dependency>
            <groupId>org.scala-lang</groupId>
            <artifactId>scala-reflect</artifactId>
            <version>${scala.version}</version>
            <scope>compile</scope>
        </dependency>
    
        
            <!-- For spring MVC -->
            <dependency>
                <groupId>org.springframework.boot</groupId>
                <artifactId>spring-boot-starter-mail</artifactId>
                <exclusions>
               <exclusion>
                        <groupId>ch.qos.logback</groupId>
                        <artifactId>logback-classic</artifactId>
                    </exclusion>
            </exclusions> 
            </dependency>
            <dependency>
                <groupId>org.springframework.boot</groupId>
                <artifactId>spring-boot-starter-web</artifactId>
                <exclusions>
                    <exclusion>
                        <groupId>ch.qos.logback</groupId>
                        <artifactId>logback-classic</artifactId>
                    </exclusion>
                </exclusions>
            </dependency>
    
            <dependency>
                <groupId>org.springframework.boot</groupId>
                <artifactId>spring-boot-starter-test</artifactId>
                <scope>test</scope>
            </dependency>
    
            <!-- For Spring Integration -->
            <dependency>
                <groupId>org.springframework.boot</groupId>
                <artifactId>spring-boot-starter-integration</artifactId>
            </dependency>
    
            <dependency>
                <groupId>org.apache.spark</groupId>
                <artifactId>spark-mllib_2.10</artifactId>
                <version>2.0.0</version>
                <exclusions>
                    <exclusion>
                        <artifactId>slf4j-api</artifactId>
                        <groupId>org.slf4j</groupId>
                    </exclusion>
                </exclusions>
            </dependency>
    
            <dependency>
                <groupId>org.apache.spark</groupId>
                <artifactId>spark-core_2.10</artifactId>
                <version>2.0.0</version>
                <exclusions>
                    <exclusion>
                        <groupId>org.slf4j</groupId>
                        <artifactId>slf4j-log4j12</artifactId>
                    </exclusion>
                    <exclusion>
                        <groupId>log4j</groupId>
                        <artifactId>log4j</artifactId>
                    </exclusion>
                </exclusions>
            </dependency>
    
            <dependency>
                <groupId>org.apache.spark</groupId>
                <artifactId>spark-streaming_2.10</artifactId>
                <version>2.0.0</version>
            </dependency>
    
            <dependency>
                <groupId>org.apache.spark</groupId>
                <artifactId>spark-sql_2.10</artifactId>
                <version>2.0.0</version>
            </dependency>
    
            <!-- https://mvnrepository.com/artifact/org.slf4j/log4j-over-slf4j -->
        <dependency>
            <groupId>org.slf4j</groupId>
            <artifactId>slf4j-simple</artifactId>
            <version>1.6.4</version>
        </dependency>
    
            <dependency>
                <groupId>org.springframework.boot</groupId>
                <artifactId>spring-boot-devtools</artifactId>
                <scope>compile</scope>
            </dependency>
            
            <dependency>
            <groupId>commons-collections</groupId>
            <artifactId>commons-collections</artifactId>
            <version>3.1</version>
            <exclusions>
                <exclusion>
                    <groupId>log4j</groupId>
                    <artifactId>log4j</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>commons-beanutils</groupId>
                    <artifactId>commons-beanutils-core</artifactId>
                </exclusion>
            </exclusions>
            <scope>compile</scope>
        </dependency>
    
        
    
        <dependency>
            <groupId>mysql</groupId>
            <artifactId>mysql-connector-java</artifactId>
            <version>5.1.39</version>
        </dependency>
    
        <dependency>
            <groupId>org.freemarker</groupId>
            <artifactId>freemarker</artifactId>
            <version>2.3.24-incubating</version>
        </dependency>
    
        <dependency>
            <groupId>com.jayway.jsonpath</groupId>
            <artifactId>json-path</artifactId>
            <version>2.1.0</version>
            <exclusions>
                <exclusion>
                    <groupId>log4j</groupId>
                    <artifactId>log4j</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>org.slf4j</groupId>
                    <artifactId>slf4j-log4j12</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>org.slf4j</groupId>
                    <artifactId>slf4j-api</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>org.slf4j</groupId>
                    <artifactId>log4j-over-slf4j</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>commons-beanutils</groupId>
                    <artifactId>commons-beanutils-core</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>commons-collections</groupId>
                    <artifactId>commons-collections</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>org.apache.hadoop</groupId>
                    <artifactId>hadoop-yarn-common</artifactId>
                </exclusion>
            </exclusions>
        </dependency>
    
        <dependency>
            <groupId>com.h2database</groupId>
            <artifactId>h2</artifactId>
            <version>1.4.189</version>
            <scope>compile</scope>            
            <exclusions>
                <exclusion>
                    <groupId>log4j</groupId>
                    <artifactId>log4j</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>org.slf4j</groupId>
                    <artifactId>slf4j-log4j12</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>org.slf4j</groupId>
                    <artifactId>slf4j-api</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>org.slf4j</groupId>
                    <artifactId>log4j-over-slf4j</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>commons-beanutils</groupId>
                    <artifactId>commons-beanutils-core</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>commons-collections</groupId>
                    <artifactId>commons-collections</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>org.apache.hadoop</groupId>
                    <artifactId>hadoop-yarn-common</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>com.fasterxml.jackson.core</groupId>
                    <artifactId>*</artifactId>
                </exclusion>
            </exclusions>
        </dependency>
        <dependency>
            <groupId>mysql</groupId>
            <artifactId>mysql-connector-java</artifactId>
            <version>5.1.17</version>
        </dependency>       
        <dependency> 
            <groupId>com.opencsv</groupId> 
            <artifactId>opencsv</artifactId> 
            <version>4.1</version> 
        </dependency> 
    
        <!--Test-->
        <dependency>
            <groupId>org.scalatest</groupId>
            <artifactId>scalatest_${scala.libversion}</artifactId>
            <version>3.0.1</version>
            <scope>test</scope>
        </dependency>
        <dependency>
            <groupId>junit</groupId>
            <artifactId>junit</artifactId>
            <version>4.12</version>
            <scope>test</scope>
        </dependency>
        <!-- https://mvnrepository.com/artifact/org.apache.commons/commons-lang3 -->
        <dependency>
            <groupId>org.apache.commons</groupId>
            <artifactId>commons-lang3</artifactId>
            <version>3.3.2</version>
        </dependency>
                <!-- https://mvnrepository.com/artifact/com.healthmarketscience.sqlbuilder/sqlbuilder -->
        <dependency>
            <groupId>com.healthmarketscience.sqlbuilder</groupId>
            <artifactId>sqlbuilder</artifactId>
            <version>2.1.7</version>
        </dependency>
        <!-- https://mvnrepository.com/artifact/com.googlecode.json-simple/json-simple -->
        <dependency>
            <groupId>com.googlecode.json-simple</groupId>
            <artifactId>json-simple</artifactId>
            <version>1.1</version>
        </dependency>
        <dependency>
          <groupId>ca.krasnay</groupId>
          <artifactId>sqlbuilder</artifactId>
          <version>1.2</version>
        </dependency>
        
        <dependency>
          <groupId>com.crealytics</groupId>
          <artifactId>spark-excel_2.10</artifactId>
          <version>0.8.3</version>
        </dependency>
        <dependency>
          <groupId>com.eclipsesource.minimal-json</groupId>
          <artifactId>minimal-json</artifactId>
          <version>0.9.5</version>
        </dependency>
                <!-- https://mvnrepository.com/artifact/joda-time/joda-time -->
        <dependency>
            <groupId>joda-time</groupId>
            <artifactId>joda-time</artifactId>
            <version>2.3</version>
        </dependency>
        </dependencies>
    
    
    org.scala-lang
    scala图书馆
    ${scala.version}
    编译
    org.scala-lang
    scala编译器
    ${scala.version}
    编译
    org.scala-lang
    斯卡拉反射
    ${scala.version}
    编译
    org.springframework.boot
    春季启动邮件
    回写
    回归经典
    org.springframework.boot
    SpringBootStarterWeb
    回写
    回归经典
    org.springframework.boot
    弹簧起动试验
    测试
    org.springframework.boot
    spring boot启动器集成
    org.apache.spark
    spark-mllib_2.10
    2.0.0
    slf4j api
    org.slf4j
    org.apache.spark
    spark-core_2.10
    2.0.0
    org.slf4j
    slf4j-log4j12
    log4j
    log4j
    org.apache.spark
    spark-2.10
    2.0.0
    org.apache.spark
    spark-sql_2.10
    2.0.0
    org.slf4j
    slf4j简单
    1.6.4
    org.springframework.boot
    弹簧靴开发工具
    编译
    公地收藏
    公地收藏
    3.1
    log4j
    log4j
    公地小海狸
    公地豆核
    编译
    mysql
    mysql连接器java
    5.1.39
    org.freemarker
    自由标记
    2.3.24-孵化
    com.jayway.jsonpath
    json路径
    2.1.0
    log4j
    log4j
    org.slf4j
    slf4j-log4j12
    org.slf4j
    slf4j api
    org.slf4j
    log4j-over-slf4j
    公地小海狸
    公地豆核
    公地收藏
    公地收藏
    org.apache.hadoop
    hadoop普通纱线
    com.h2数据库
    氢
    1.4.189
    编撰
    log4j
    log4j
    org.slf4j
    slf4j-log4j12
    org.slf4j
    slf4j api
    org.slf4j
    log4j-over-slf4j
    公地小海狸
    公地豆核
    公地收藏
    公地收藏
    org.apache.hadoop
    hadoop普通纱线
    com.fasterxml.jackson.core
    *
    mysql
    mysql连接器java
    5.1.17
    com.opencsv
    opencsv
    4.1
    org.scalatest
    scalatest_${scala.libversion}
    3.0.1
    测试
    朱尼特
    朱尼特
    4.12
    测试
    org.apache.commons
    commons-lang3
    3.3.2
    com.healthmarketscience.sqlbuilder
    sqlbuilder
    2.1.7
    com.googlecode.json-simple
    简单json
    1.1
    克拉斯奈附近
    sqlbuilder
    1.2
    com.crealytics
    spark-excel_2.10
    0.8.3
    com.eclipsesource.minimal-json
    最小json
    0.9.5
    乔达时间
    乔达时间
    2.3
    
    对于我的当前配置:

    • 弹簧靴:2.2.1.1释放
    • 星火:2.12
    我和你一样排除了Log4j

    <dependency>
            <groupId>org.apache.spark</groupId>
            <artifactId>spark-core_2.12</artifactId>
            <version>${spark.core.version}</version>
            <exclusions>
                <exclusion>
                    <groupId>org.slf4j</groupId>
                    <artifactId>slf4j-api</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>org.slf4j</groupId>
                    <artifactId>slf4j-log4j12</artifactId>
                </exclusion>
                <exclusion>
                    <groupId>log4j</groupId>
                    <artifactId>log4j</artifactId>
                </exclusion>
            </exclusions>
        </dependency>
    
    
    org.apache.spark
    spark-core_2.12
    ${spark.core.version}
    org.slf4j
    slf4j api
    org.slf4j
    slf4j-log4j12
    log4j
    log4j
    
    然后,您应该在资源文件夹中配置logback.xml:

    <configuration>
    
    <appender name="STDOUT" class="ch.qos.logback.core.ConsoleAppender">
        <encoder>
            <pattern>
                %d{dd-MM-yyyy HH:mm:ss.SSS} %magenta([%thread]) %highlight(%-5level) %logger{36}.%M - %msg%n
            </pattern>
        </encoder>
    </appender>
    
    <logger name="org.apache.spark" level="WARN"/>
    
    <root level="info">
        <appender-ref ref="STDOUT"/>
    </root>
    
    
    %d{dd MM yyyy HH:MM:ss.SSS}%洋红色([%thread])%高亮显示(%-5level)%logger{36}。%M-%msg%n
    

    将此记录器级别
    编辑为c