Output Spark application id in the logs with Log4j
I doubt that org.apache.hadoop.log.Log4Json
can be adjusted for this purpose. According to its javadoc and source code it might be rather cumbersome.
Although it looks like you are using Log4j 1x, its API is quite flexible and we can easily define our own layout by extending org.apache.log4j.Layout
.
We'll need a case class that will be transformed into JSON according to the target structure:
case class LoggedMessage(name: String, appId: String, thread: String, time: Long, level: String, message: String)
And Layout
might be extended as follows. To access the value of "app_id", we'll use Log4j's Mapped Diagnostic Context
import org.apache.log4j.Layoutimport org.apache.log4j.spi.LoggingEventimport org.json4s.DefaultFormatsimport org.json4s.native.Serialization.writeclass JsonLoggingLayout extends Layout { // required by the API override def ignoresThrowable(): Boolean = false // required by the API override def activateOptions(): Unit = { /* nothing */ } override def format(event: LoggingEvent): String = { // we are using json4s for JSON serialization implicit val formats = DefaultFormats // retrieve app_id from Mapped Diagnostic Context val appId = event.getMDC("app_id") match { case null => "[no_app]" // logged messages outside our app case defined: AnyRef => defined.toString } val message = LoggedMessage("TODO", appId, Thread.currentThread().getName, event.getTimeStamp, event.getLevel.toString, event.getMessage.toString) write(message) + "\n" }}
Finally, when the Spark session is created, we put the app_id value into MDC:
import org.apache.log4j.{Logger, MDC}// create Spark sessionMDC.put("app_id", session.sparkContext.applicationId)logger.info("-------- this is info --------")logger.warn("-------- THIS IS A WARNING --------")logger.error("-------- !!! ERROR !!! --------")
This produces following logs:
{"name":"TODO","appId":"local-1550247707920","thread":"main","time":1550247708149,"level":"INFO","message":"-------- this is info --------"}{"name":"TODO","appId":"local-1550247707920","thread":"main","time":1550247708150,"level":"WARN","message":"-------- THIS IS A WARNING --------"}{"name":"TODO","appId":"local-1550247707920","thread":"main","time":1550247708150,"level":"ERROR","message":"-------- !!! ERROR !!! --------"}
And, of course, do not forget to refer the implementation in log4j config xml:
<appender name="Json" class="org.apache.log4j.ConsoleAppender"> <layout class="stackoverflow.q54706582.JsonLoggingLayout" /></appender>