Github user mengxr commented on a diff in the pull request:

    https://github.com/apache/spark/pull/4047#discussion_r23980385
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/mllib/impl/PeriodicGraphCheckpointer.scala
 ---
    @@ -0,0 +1,168 @@
    +/*
    + * Licensed to the Apache Software Foundation (ASF) under one or more
    + * contributor license agreements.  See the NOTICE file distributed with
    + * this work for additional information regarding copyright ownership.
    + * The ASF licenses this file to You under the Apache License, Version 2.0
    + * (the "License"); you may not use this file except in compliance with
    + * the License.  You may obtain a copy of the License at
    + *
    + *    http://www.apache.org/licenses/LICENSE-2.0
    + *
    + * Unless required by applicable law or agreed to in writing, software
    + * distributed under the License is distributed on an "AS IS" BASIS,
    + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
    + * See the License for the specific language governing permissions and
    + * limitations under the License.
    + */
    +
    +package org.apache.spark.mllib.impl
    +
    +import scala.collection.mutable
    +
    +import org.apache.hadoop.fs.{Path, FileSystem}
    +
    +import org.apache.spark.Logging
    +import org.apache.spark.graphx.Graph
    +import org.apache.spark.storage.StorageLevel
    +
    +
    +/**
    + * This class helps with persisting and checkpointing Graphs.
    + *
    + * This class maintains a FIFO queue of Graphs, each of which is persisted 
and some of which are
    + * checkpointed.  Once one Graph has been checkpointed, then previous RDDs 
are unpersisted and their
    + * checkpoint files are removed.
    + *
    + * Users should call [[PeriodicGraphCheckpointer.updateGraph()]] when a 
new graph has been created,
    + * before the graph has been materialized.  When called, this does the 
following:
    + *  - Persist new graph (if not yet persisted), and put in queue of 
persisted graphs.
    + *  - Unpersist graphs from queue until there are at most 3 persisted 
graphs.
    + *  - If using checkpointing and the checkpoint interval has been reached,
    + *     - Checkpoint the new graph, and put in a queue of checkpointed 
graphs.
    + *     - Remove older checkpoints.
    + *
    + * WARNINGS:
    + *  - This class should NOT be copied (since copies may conflict on which 
Graphs should be
    + *    checkpointed).
    + *  - This class removes checkpoint files once later graphs have been 
checkpointed.
    + *    However, references to the older graphs will still return 
isCheckpointed = true.
    + *
    + * Example usage:
    + *  val (graph1, graph2, graph3, ...) = ...
    + *  val cp = new PeriodicGraphCheckpointer(graph, dir, 2)
    + *  // persisted: graph1
    + *  cp.updateGraph(graph2)
    + *  // persisted: graph1, graph2
    + *  // checkpointed: graph2
    + *  cp.updateGraph(graph3)
    + *  // persisted: graph1, graph2, graph3
    + *  // checkpointed: graph2
    + *  cp.updateGraph(graph4)
    + *  // persisted: graph2, graph3, graph4
    + *  // checkpointed: graph4
    + *  cp.updateGraph(graph5)
    + *  // persisted: graph3, graph4, graph5
    + *  // checkpointed: graph4
    + *
    + * @param currentGraph  Initial graph
    + * @param checkpointDir The directory for storing checkpoint files
    + * @param checkpointInterval Graphs will be checkpointed at this interval
    + * @tparam VD  Vertex descriptor type
    + * @tparam ED  Edge descriptor type
    + */
    +private[mllib] class PeriodicGraphCheckpointer[VD, ED](
    --- End diff --
    
    This should work on normal RDDs as well. Let's put a TODO here. Otherwise, 
this seems to be a little strange to live under `mllib`.


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