Hadoop provides an option where a particular set of lousy input records can be skipped when processing map inputs. Applications can manage this feature through the SkipBadRecords class.
This feature can be used when map tasks fail deterministically on a particular input. This usually happens due to faults in the map function. The user would have to fix these issues.