development

Scala

metals LSP

Yet it is fully compatible with scala 2.12.10 version. The 2.11 version only support limited set of features.

The setup is well explained in the metals documentation. There is both metals-emacs and something to putt within the ini.el file.

This can take advantage of magit library and integrates well with it.

Logging

scala-logging is a great tool. It's a wrapper of slf4j, which handles both log4j and logback. In order to work with logback you have to add those dependencieslogback-classic and log4j-over-slf4j.

logback

In order to configure logback, put a logback.xml in the src/main/resources folder. For tests, the src/test/resources/logback.xml file will overwrite the main behavior.

The below configuration allows to specify different levels for libraries:

<configuration>

    <appender name="CONSOLE" class="ch.qos.logback.core.ConsoleAppender">
        <encoder>
            <pattern>%date{ISO8601} %highlight([%-5level]): %cyan(%logger{15}) %msg%n</pattern>
        </encoder>
    </appender>

    <root level="WARN">
        <appender-ref ref="CONSOLE"/>
    </root>
<logger name="org.apache.hadoop" level="WARN" includeLocation="true"/>
<logger name="org.apache.spark" level="WARN" includeLocation="true"/>
<logger name="org.apache.hadoop.hive" level="WARN" includeLocation="true"/>
<logger name="org.apache.spark.repl.SparkILoop$SparkILoopInterpreter" level="WARN" includeLocation="true"/>
<logger name="apache.spark.repl.SparkIMain$exprTyper" level="WARN" includeLocation="true"/>
<logger name="org.eclipse.jetty.util.component.AbstractLifeCycle" level="WARN" includeLocation="true"/>
<logger name="org.eclipse.jetty" level="WARN" includeLocation="true"/>
<logger name="io.frama.parisni.spark.postgres" level="INFO" includeLocation="true"/>
<logger name="org.apache.spark.repl.SparkILoop$SparkILoopInterpreter" level="WARN" includeLocation="true"/>
<logger name="org.apache.spark.repl.SparkIMain$exprType" level="WARN" includeLocation="true"/>
<logger name="com.opentable.db.postgres.embedded.EmbeddedPostgres" level="WARN" includeLocation="true"/>

</configuration>

log4j

It is unmaintained since 2015. However apache spark is still based on it. The excellent introduction explains how inheritance works and how library logging can have dedicated logging level than the application itself.

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