ParquetReader not using FileSystem cache effectively?

We've seen spark job stucked with following trace:

java.util.HashMap.put(HashMap.java:494)
org.apache.hadoop.conf.Configuration.set(Configuration.java:1065)
org.apache.hadoop.conf.Configuration.set(Configuration.java:1035)
org.apache.hadoop.fs.viewfs.HDFSCompatibleViewFileSystem.mergeViewFsHdfsMountPoints(HDFSCompatibleViewFileSystem.java:491)
org.apache.hadoop.fs.viewfs.HDFSCompatibleViewFileSystem.mergeConfFromDirectory(HDFSCompatibleViewFileSystem.java:413)
org.apache.hadoop.fs.viewfs.HDFSCompatibleViewFileSystem.mergeViewFsAndHdfs(HDFSCompatibleViewFileSystem.java:273)
org.apache.hadoop.fs.viewfs.HDFSCompatibleViewFileSystem.initialize(HDFSCompatibleViewFileSystem.java:190)
org.apache.hadoop.fs.FileSystem.createFileSystem(FileSystem.java:2438)
org.apache.hadoop.fs.FileSystem.access$200(FileSystem.java:90)
org.apache.hadoop.fs.FileSystem$Cache.getInternal(FileSystem.java:2472)
org.apache.hadoop.fs.FileSystem$Cache.get(FileSystem.java:2454)
org.apache.hadoop.fs.FileSystem.get(FileSystem.java:384)
org.apache.hadoop.fs.Path.getFileSystem(Path.java:296)
parquet.hadoop.ParquetFileReader.readFooter(ParquetFileReader.java:384)
parquet.hadoop.ParquetRecordReader.initializeInternalReader(ParquetRecordReader.java:157)
parquet.hadoop.ParquetRecordReader.initialize(ParquetRecordReader.java:140)
org.apache.spark.rdd.NewHadoopRDD$$anon$1.(NewHadoopRDD.scala:133)
org.apache.spark.rdd.NewHadoopRDD.compute(NewHadoopRDD.scala:104)
org.apache.spark.rdd.NewHadoopRDD.compute(NewHadoopRDD.scala:66)
org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:277)
org.apache.spark.rdd.RDD.iterator(RDD.scala:244)
org.apache.spark.rdd.NewHadoopRDD$NewHadoopMapPartitionsWithSplitRDD.compute(NewHadoopRDD.scala:244)
org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:277)
org.apache.spark.rdd.RDD.iterator(RDD.scala:244)
org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:35)
org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:277)
org.apache.spark.rdd.RDD.iterator(RDD.scala:244)
org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:35)
org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:277)
org.apache.spark.rdd.RDD.iterator(RDD.scala:244)
org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:35)
org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:277)
org.apache.spark.rdd.RDD.iterator(RDD.scala:244)
org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:35)
org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:277)
org.apache.spark.rdd.RDD.iterator(RDD.scala:244)
org.apache.spark.scheduler.ShuffleMapTask.runTask(ShuffleMapTask.scala:68)
org.apache.spark.scheduler.ShuffleMapTask.runTask(ShuffleMapTask.scala:41)
org.apache.spark.scheduler.Task.run(Task.scala:64)
org.apache.spark.executor.Executor$TaskRunner.run(Executor.scala:203)
java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1145)
java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:615)
java.lang.Thread.run(Thread.java:745)

**Reporter**: [Tim](https://issues.apache.org/jira/secure/ViewProfile.jspa?name=tianshuo) / @tsdeng

_{**Note**: *This issue was originally created as [PARQUET-328](https://issues.apache.org/jira/browse/PARQUET-328). Please see the [migration documentation](https://issues.apache.org/jira/browse/PARQUET-2502) for further details.*}