Have lots of ideas and throw away the bad ones. You aren not going to have good ideas unless you have lots of ideas and some sort of principle of selection.

—LINUS PAULING

Chapter 7: Filters

In the preceding chapters, the basic selection rule, which lies at the heart of logback-classic, has been presented. In this chapter, additional filtering methods will be introduced.

Logback filters are based on ternary logic allowing them to be assembled or chained together to compose an arbitrarily complex filtering policy. They are largely inspired by Linux’s iptables.

In logback-classic

Logback-classic offers two types of filters, regular filters and turbo filters.

Regular filters

Regular logback-classic filters extend the Filter abstract class which essentially consists of a single decide() method taking an ILoggingEvent instance as its parameter.

Filters are organized as an ordered list and are based on ternary logic. The decide(ILoggingEvent event) method of each filter is called in sequence. This method returns one of the FilterReply enumeration values, i.e. one of DENY, NEUTRAL or ACCEPT. If the value returned by decide() is DENY, then the log event is dropped immediately without consulting the remaining filters. If the value returned is NEUTRAL, then the next filter in the list is consulted. If there are no further filters to consult, then the logging event is processed normally. If the returned value is ACCEPT, then the logging event is processed immediately skipping the invocation of the remaining filters.

In logback-classic, filters can be added to Appender instances. By adding one or more filters to an appender, you can filter events by arbitrary criteria, such as the contents of the log message, the contents of the MDC, the time of day or any other part of the logging event.

Implementing your own Filter

Creating your own filter is easy. All you have to do is extend the Filter abstract class and implement the decide() method.

The SampleFilter class shown below provides an example. Its decide method returns ACCEPT for logging events containing the string "sample" in its message field. For other events, the value NEUTRAL is returned.

Example: Basic custom filter (logback-examples/src/main/java/chapters/filters/SampleFilter.java)
package chapters.filters;

import ch.qos.logback.classic.spi.ILoggingEvent;
import ch.qos.logback.core.filter.Filter;
import ch.qos.logback.core.spi.FilterReply;

public class SampleFilter extends Filter<ILoggingEvent> {

  @Override
  public FilterReply decide(ILoggingEvent event) {    
    if (event.getMessage().contains("sample")) {
      return FilterReply.ACCEPT;
    } else {
      return FilterReply.NEUTRAL;
    }
  }
}

The configuration files shown next attaches a SampleFilter to a ConsoleAppender.

Example: SampleFilter configuration (logback-examples/src/main/resources/chapters/filters/SampleFilterConfig.xml)
<configuration>
  <appender name="STDOUT" class="ch.qos.logback.core.ConsoleAppender">

    <filter class="chapters.filters.SampleFilter" />

    <encoder>
      <pattern>
        %-4relative [%thread] %-5level %logger -%kvp -%msg%n
      </pattern>
    </encoder>
  </appender>
	
  <root>
    <appender-ref ref="STDOUT" />
  </root>
</configuration>

Requires a server call.

Requires a server call.

With the help of Joran, logback's configuration framework, specifying properties or subcomponents to filters is also easy. After adding the corresponding setter method in the filter class, specify the value of the property in an XML element named after the property, nesting it within a <filter> element.

Often, the desired filter logic consists of two orthogonal parts, a match/mismatch test and a response depending on the match/mismatch. For example, for a given test, e.g. message equals "foobar", one filter might respond ACCEPT on match and NEUTRAL on mismatch, and another filter might respond NEUTRAL on match and DENY on mismatch.

Taking notice of this orthogonality, logback ships with the AbstractMatcherFilter class which provides a useful skeleton for specifying the appropriate response on match and on mismatch, with the help of two properties, named OnMatch and OnMismatch. Most of the regular filters included in logback are derived from AbstractMatcherFilter.

LevelFilter

LevelFilter filters events based on exact level matching. If the event's level is equal to the configured level, the filter accepts or denies the event, depending on the configuration of the onMatch and onMismatch properties. Here is a sample configuration file.

Example: Sample LevelFilter configuration (logback-examples/src/main/resources/chapters/filters/levelFilterConfig.xml)
<configuration>
  <appender name="CONSOLE" class="ch.qos.logback.core.ConsoleAppender">
    <filter class="ch.qos.logback.classic.filter.LevelFilter">
      <level>INFO</level>
      <onMatch>ACCEPT</onMatch>
      <onMismatch>DENY</onMismatch>
    </filter>
    <encoder>
      <pattern>
        %-4relative [%thread] %-5level %logger{30} -%kvp -%msg%n
      </pattern>
    </encoder>
  </appender>
  <root level="DEBUG">
    <appender-ref ref="CONSOLE" />
  </root>
</configuration>

Requires a server call.

Requires a server call.

ThresholdFilter

The ThresholdFilter filters events below the specified threshold. For events of level equal or above the threshold, ThresholdFilter will respond NEUTRAL when its decide() method is invoked. However, events with a level below the threshold will be denied. Here is a sample configuration file.

Example: Sample ThresholdFilter configuration (logback-examples/src/main/resources/chapters/filters/thresholdFilterConfig.xml)
<configuration>
  <appender name="CONSOLE"
    class="ch.qos.logback.core.ConsoleAppender">
    <!-- deny all events with a level below INFO, that is TRACE and DEBUG -->
    <filter class="ch.qos.logback.classic.filter.ThresholdFilter">
      <level>INFO</level>
    </filter>
    <encoder>
      <pattern>
        %-4relative [%thread] %-5level %logger{30} -%kvp -%msg%n
      </pattern>
    </encoder>
  </appender>
  <root level="DEBUG">
    <appender-ref ref="CONSOLE" />
  </root>
</configuration>

Requires a server call. Please wait a few seconds.

Requires a server call.

EvaluatorFilter

EvaluatorFilter is a generic filter encapsulating an EventEvaluator. As the name suggests, an EventEvaluator evaluates whether a given criteria is met for a given event. On match and on mismatch, the hosting EvaluatorFilter will returl the vaue specified by the onMatch or onMismatch properties respectively.

Note that EventEvaluator is an abstract class. You can implement your own event evaluation logic by subclassing EventEvaluator.

JaninoEventEvaluator

since 1.5.13 For security reasons, JaninoEvaluator has been removed with no replacement. However, it is a rather easy exercise to migrate the logic within an existing evaluator expression (which is just Java) into a custom EventEvaluator.

To migrate evaluation logic, we suggest to subclass EventEvaluatorBase and copy the logic previously in the evualation expression into the evaluate(ILoggingEvent) method.

Matchers

Given that JaninoEventEvaluator has been removed, matchers are no longer supported.

TurboFilters

TurboFilter objects all extend the TurboFilter abstract class. Like the regular filters, they use ternary logic to return their evaluation of the logging event.

Overall, they work much like the previously mentioned filters. However, there are two main differences between Filter and TurboFilter objects.

TurboFilter objects are tied to the logging context. Hence, they are called not only when a given appender is used, but each and every time a logging request is issued. Their scope is wider than appender-attached filters.

More importantly, they are called before the LoggingEvent object creation. TurboFilter objects do not require the instantiation of a logging event to filter a logging request. As such, turbo filters are intended for high performance filtering of logging events, even before the events are created.

Implementing your own TurboFilter

To create your own TurboFilter component, just extend the TurboFilter abstract class. As previously, when implementing a customized filter object, developing a custom TurboFilter only asks that one implement the decide() method. In the next example, we create a slightly more complex filter:

Example: Basic custom TurboFilter (logback-examples/src/main/java/chapters/filters/SampleTurboFilter.java)
package chapters.filters;

import org.slf4j.Marker;
import org.slf4j.MarkerFactory;

import ch.qos.logback.classic.Level;
import ch.qos.logback.classic.Logger;
import ch.qos.logback.classic.turbo.TurboFilter;
import ch.qos.logback.core.spi.FilterReply;

public class SampleTurboFilter extends TurboFilter {

  String marker;
  Marker markerToAccept;

  @Override
  public FilterReply decide(Marker marker, Logger logger, Level level,
      String format, Object[] params, Throwable t) {

    if (!isStarted()) {
      return FilterReply.NEUTRAL;
    }

    if ((markerToAccept.equals(marker))) {
      return FilterReply.ACCEPT;
    } else {
      return FilterReply.NEUTRAL;
    }
  }

  public String getMarker() {
    return marker;
  }

  public void setMarker(String markerStr) {
    this.marker = markerStr;
  }

  @Override
  public void start() {
    if (marker != null && marker.trim().length() > 0) {
      markerToAccept = MarkerFactory.getMarker(marker);
      super.start(); 
    }
  }
}

The TurboFilter above accepts events that contain a specific marker. If said marker is not found, then the filter passes the responsibility to the next filter in the chain.

To allow more flexibility, the marker that will be tested can be specified in the configuration file, hence the getter and setter methods. We also implemented the start() method, to check that the option has been specified during the configuration process.

Here is a sample configuration that makes use of our newly created TurboFilter.

Example: Basic custom TurboFilter configuration (logback-examples/src/main/resources/chapters/filters/sampleTurboFilterConfig.xml)
<configuration>
  <turboFilter class="chapters.filters.SampleTurboFilter">
    <Marker>sample</Marker>
  </turboFilter>

  <appender name="STDOUT" class="ch.qos.logback.core.ConsoleAppender">
    <encoder>
      <pattern>
        %-4relative [%thread] %-5level %logger -%kvp -%msg%n
      </pattern>
    </encoder>
  </appender>

  <root>
    <appender-ref ref="STDOUT" />
  </root>
</configuration>

Requires a server call. Please wait a few seconds.

Requires a server call.

Logback classic ships with several TurboFilter classes ready for use. The MDCFilter checks the presence of a given value in the MDC whereas DynamicThresholdFilter allows filtering based on MDC key/level threshold associations. On the other hand, MarkerFilter checks for the presence of a specific marker associated with the logging request.

Here is a sample configuration, using both MDCFilter and MarkerFilter.

Example: MDCFilter and MarkerFilter configuration (logback-examples/src/main/resources/chapters/filters/turboFilters.xml)
<configuration>

  <turboFilter class="ch.qos.logback.classic.turbo.MDCFilter">
    <MDCKey>username</MDCKey>
    <Value>sebastien</Value>
    <OnMatch>ACCEPT</OnMatch>
  </turboFilter>
	
  <turboFilter class="ch.qos.logback.classic.turbo.MarkerFilter">
    <Marker>billing</Marker>
    <OnMatch>DENY</OnMatch>
  </turboFilter>

  <appender name="console" class="ch.qos.logback.core.ConsoleAppender">
    <encoder>
      <pattern>%date [%thread] %-5level %logger -%kvp -%msg%n</pattern>
    </encoder>
  </appender>

  <root level="INFO">
    <appender-ref ref="console" />
  </root>  
</configuration>

Requires a server call. Please wait a few seconds.

Requires a server call.

You can see this configuration in action by issuing the following command:

java chapters.filters.FilterEvents src/main/java/chapters/filters/turboFilters.xml

As we've seen previously, the FilterEvents application issues 10 logging requests, numbered 0 to 9. Except for requests 3 and 6, all of the requests are of level INFO, the same level as the one assigned to the root logger. The 3rd request, is issued at the the DEBUG level, which is below the effective level. However, since the MDC key "username" is set to "sebastien" just before the 3rd request and removed just afterwards, the MDCFilter specifically accepts the request (and only that request). The 6th request, issued at the ERROR level, is marked as "billing". As such, it is denied by the MarkerFilter (the second turbo filter in the configuration).

Thus, the output of FilterEvents application configured with turboFilters.xml file shown above is:

2006-12-04 15:17:22,859 [main] INFO chapters.filters.FilterEvents - logging statement 0 2006-12-04 15:17:22,875 [main] INFO chapters.filters.FilterEvents - logging statement 1 2006-12-04 15:17:22,875 [main] INFO chapters.filters.FilterEvents - logging statement 2 2006-12-04 15:17:22,875 [main] DEBUG chapters.filters.FilterEvents - logging statement 3 2006-12-04 15:17:22,875 [main] INFO chapters.filters.FilterEvents - logging statement 4 2006-12-04 15:17:22,875 [main] INFO chapters.filters.FilterEvents - logging statement 5 2006-12-04 15:17:22,875 [main] INFO chapters.filters.FilterEvents - logging statement 7 2006-12-04 15:17:22,875 [main] INFO chapters.filters.FilterEvents - logging statement 8 2006-12-04 15:17:22,875 [main] INFO chapters.filters.FilterEvents - logging statement 9

One can see that the 3rd request, which should not be displayed if we only followed the overall INFO level, appears anyway, because it matched the first TurboFilter requirements and was accepted.

On the other hand, the 6th request, that is an ERROR level request should have been displayed. But it satisfied the second TurboFilter whose OnMatch option is set to DENY. Thus, the 6th request was not displayed.

DuplicateMessageFilter

The DuplicateMessageFilter merits a separate presentation. This filter detects duplicate messages, and beyond a certain number of repetitions, drops repeated messages.

To detect repetition, this filter uses simple String equality between messages. It does not detect messages which are very similar, varying only by few characters. For example, if you write:

logger.debug("Hello "+name0);
logger.debug("Hello "+name1);

Assuming name0 and name1 have different values, the two "Hello" messages will be considered as unrelated. Depending on user demand, future releases may check for string similarity, eliminating repetitions of similar but not identical messages.

Note that in case of parameterized logging, only the raw message is taken into consideration. For example, in the next two requests, the raw messages, i.e. "Hello {}.", are identical, and thus considered as repetitions.

logger.debug("Hello {}.", name0);
logger.debug("Hello {}.", name1);

The number of allowed repetitions can be specified by the AllowedRepetitions property. For example, if the property is set to 1, then the 2nd and subsequent occurrences of the same message will be dropped. Similarly, if the property is set to 2, then the 3rd and subsequent occurrences of the same message will be dropped. By default, the AllowedRepetitions property is set to 5.

In order to detect repetitions, this filter needs to keep references to old messages in an internal cache. The size of this cache is determined by the CacheSize property. By the default, this is set to 100.

Example: DuplicateMessageFilter configuration (logback-examples/src/main/resources/chapters/filters/duplicateMessage.xml)
<configuration>

  <turboFilter class="ch.qos.logback.classic.turbo.DuplicateMessageFilter"/>

  <appender name="console" class="ch.qos.logback.core.ConsoleAppender">
    <encoder>
      <pattern>%date [%thread] %-5level %logger -%kvp -%msg%n</pattern>
    </encoder>
  </appender>

  <root level="INFO">
    <appender-ref ref="console" />
  </root>  
</configuration>

Requires a server call. Please wait a few seconds.

Requires a server call.

Thus, the output for FilterEvents application configured with duplicateMessage.xml is:

2008-12-19 15:04:26,156 [main] INFO chapters.filters.FilterEvents - logging statement 0 2008-12-19 15:04:26,156 [main] INFO chapters.filters.FilterEvents - logging statement 1 2008-12-19 15:04:26,156 [main] INFO chapters.filters.FilterEvents - logging statement 2 2008-12-19 15:04:26,156 [main] INFO chapters.filters.FilterEvents - logging statement 4 2008-12-19 15:04:26,156 [main] INFO chapters.filters.FilterEvents - logging statement 5 2008-12-19 15:04:26,171 [main] ERROR chapters.filters.FilterEvents - billing statement 6

"logging statement 0" is the first occurrence of the message "logging statement {}". "logging statement 1" is the first repetition, "logging statement 2" is the second repetition. Interestingly enough, "logging statement 3" of level DEBUG, is the third repetition, even though it is later dropped by virtue of the basic selection rule. This can be explained by the fact that turbo filters are invoked before other types of filters, including the basic selection rule. Thus, DuplicateMessageFilter considers "logging statement 3" as a repetition, oblivious to the fact that it will be dropped further down in the processing chain. "logging statement 4" is the fourth repetition and "logging statement 5" the fifth. Statements 6 and beyond are dropped because only 5 repetitions are allowed by default.

In logback-access

Logback-access offers most of the features available with logback-classic. In particular, Filter objects are available and work in the same way as their logback-classic counterparts, with one notable difference. Instead of LoggingEvent instances logback-access filters act upon AccessEvent instances. At present time, logback-access ships with a limited number of filters described below. If you would like to suggest additional filters, please contact the logback-dev mailing list.

CountingFilter

With the help of CountingFilter class, logback-access can provide statistical data about access to the web-server. Upon initialization, CountingFilter registers itself as an MBean onto the platform's JMX server. You can then interrogate that MBean for statistical data, e.g. averages by minute, hour, day, week, or month. Other statistics such the count for the preceding week, day, hour or month as well as the total count are also available.

The following logback-access.xml configuration file declares a CountingFilter.

<configuration>
  <statusListener class="ch.qos.logback.core.status.OnConsoleStatusListener" />

  <filter class="ch.qos.logback.access.filter.CountingFilter">
    <name>countingFilter</name>
  </filter>

  <appender name="STDOUT" class="ch.qos.logback.core.ConsoleAppender">
    <encoder>
      <pattern>%h %l %u %t \"%r\" %s %b</pattern>
    </encoder>
  </appender>

  <appender-ref ref="STDOUT" />
</configuration>

Requires a server call. Please wait a few seconds.

Requires a server call.

You can examine the various statistics maintained by CountingFilter on your platform's JMX server via the jconsole application.

CountingFilter via jconsole

EvaluatorFilter

EvaluatorFilter is a generic filter encapsulating an EventEvaluator. As the name suggests, an EventEvaluator evaluates whether a given criteria is met for a given event. On match and on mismatch, the hosting EvaluatorFilter will return the value specified by the onMatch or onMismatch properties respectively. Note that EvaluatorFilter has been previously discussed in the context of logback-classic (see above). The present text is mostly a repetition of the previous discussion.

Note that EventEvaluator is an abstract class. You can implement your own event evaluation logic by subclassing EventEvaluator.