Github user mxm commented on a diff in the pull request:
https://github.com/apache/flink/pull/934#discussion_r35991305
--- Diff:
flink-runtime/src/main/java/org/apache/flink/runtime/executiongraph/ExecutionGraph.java
---
@@ -560,53 +621,177 @@ public ExecutionContext getExecutionContext() {
}
/**
+ * This works as cache for already merged accumulators, as, in some
cases,
+ * we do not want to remerge accumulators as this may lead to duplicate
entries.
+ */
+ private Map<String, Accumulator<?, ?>> mergedSmallUserAccumulators;
+
+ /**
* Merges all accumulator results from the tasks previously executed in
the Executions.
+ *
* @return The accumulator map
*/
- public Map<String, Accumulator<?,?>> aggregateUserAccumulators() {
+ public Map<String, Accumulator<?, ?>> aggregateSmallUserAccumulators() {
+ return aggregateSmallUserAccumulators(true);
+ }
- Map<String, Accumulator<?, ?>> userAccumulators = new
HashMap<String, Accumulator<?, ?>>();
+ /**
+ * Merges all accumulator results from the tasks previously executed in
the Executions.
+ * If <code>reaggregate</code> is set to false, then no aggregation is
performed, and
+ * the cache merge result is returned. Otherwise accumulators are
merged.
+ *
+ * @param reaggregate <code>true</code> if we want to aggregate
accumulators,
+ * <code>false</code> otherwise.
+ * @return The accumulator map
+ */
+ public Map<String, Accumulator<?, ?>>
aggregateSmallUserAccumulators(boolean reaggregate) {
+ if (!reaggregate) {
+ return mergedSmallUserAccumulators;
+ }
+ this.mergedSmallUserAccumulators = new HashMap<String,
Accumulator<?, ?>>();
for (ExecutionVertex vertex : getAllExecutionVertices()) {
- Map<String, Accumulator<?, ?>> next =
vertex.getCurrentExecutionAttempt().getUserAccumulators();
+ Map<String, Accumulator<?, ?>> next =
vertex.getCurrentExecutionAttempt().getSmallUserAccumulators();
if (next != null) {
- AccumulatorHelper.mergeInto(userAccumulators,
next);
+
AccumulatorHelper.mergeInto(mergedSmallUserAccumulators, next);
}
}
+ return mergedSmallUserAccumulators;
+ }
- return userAccumulators;
+ /**
+ * Merges all blobKeys referring to blobs of large accumulators. These
refer to blobs in the
+ * blobCache holding accumulators (results of tasks) that did not fit
in an akka frame,
+ * thus had to be sent through the BlobCache.
+ *
+ * @return The accumulator map
+ */
+ public Map<String, List<BlobKey>>
aggregateLargeUserAccumulatorBlobKeys() {
+ Map<String, List<BlobKey>> largeUserAccumulatorRefs = new
HashMap<String, List<BlobKey>>();
+
+ for (ExecutionVertex vertex : getAllExecutionVertices()) {
+ Map<String, List<BlobKey>> next =
vertex.getCurrentExecutionAttempt().getLargeUserAccumulatorBlobKeys();
+
mergeLargeUserAccumulatorBlobKeys(largeUserAccumulatorRefs, next);
+ }
+ return largeUserAccumulatorRefs;
}
/**
- * Gets a serialized accumulator map.
+ * Adds new blobKeys referring to blobs of large accumulators to the
already existing ones.
+ * These refer to blobs in the blobCache holding accumulators (results
of tasks) that did not
+ * fit in an akka frame, thus had to be sent through the BlobCache.
+ *
+ * @param target the initial blobKey map
+ * @param toMerge the new keys to add to the initial map
+ * @return The resulting accumulator map
+ */
+ public Map<String, List<BlobKey>> addLargeUserAccumulatorBlobKeys(
+ Map<String, List<BlobKey>> target, Map<String,
List<BlobKey>> toMerge) {
+ if (target == null) {
+ target = new HashMap<String, List<BlobKey>>();
+ }
+ mergeLargeUserAccumulatorBlobKeys(target, toMerge);
+ return target;
+ }
+
+ private void mergeLargeUserAccumulatorBlobKeys(
+ Map<String, List<BlobKey>> target, Map<String,
List<BlobKey>> toMerge) {
+ if (toMerge == null || toMerge.isEmpty()) {
+ return;
+ }
+
+ for (Map.Entry<String, List<BlobKey>> otherEntry :
toMerge.entrySet()) {
+ List<BlobKey> existing =
target.get(otherEntry.getKey());
+ if (existing == null) {
+ target.put(otherEntry.getKey(),
otherEntry.getValue());
+ } else {
+ existing.addAll(otherEntry.getValue());
+ }
+ }
+ }
+
+ /**
+ * Merges the partial accumulators referring to the same global
accumulator received from the tasks,
+ * and serializes the final result. Each of the partial accumulators
contains the partial result
+ * produced by each task, for that specific accumulator.
+ *
* @return The accumulator map with serialized accumulator values.
* @throws IOException
*/
- public Map<String, SerializedValue<Object>> getAccumulatorsSerialized()
throws IOException {
-
- Map<String, Accumulator<?, ?>> accumulatorMap =
aggregateUserAccumulators();
+ public Map<String, SerializedValue<Object>>
getSmallAccumulatorsContentSerialized() throws IOException {
+ Map<String, Accumulator<?, ?>> accumulatorMap =
aggregateSmallUserAccumulators(true);
Map<String, SerializedValue<Object>> result = new
HashMap<String, SerializedValue<Object>>();
for (Map.Entry<String, Accumulator<?, ?>> entry :
accumulatorMap.entrySet()) {
result.put(entry.getKey(), new
SerializedValue<Object>(entry.getValue().getLocalValue()));
}
+ return result;
+ }
+
+ /**
+ * Serializes the objects of the accumulators (not only the content as
the
+ * {@link #getSmallAccumulatorsContentSerialized()}. This means that
the actual
+ * objects are serialized, thus merging can still be applied after
deserialization.
+ * This method assumes that partial accumulators received from the
tasks that refer to
+ * the same global accumulator have already been merged.
+ *
+ * @return The accumulator map with serialized accumulator objects.
+ * @throws IOException
+ */
+ public Map<String, SerializedValue<Object>>
getSmallAccumulatorsSerialized() throws IOException {
+ Map<String, Accumulator<?, ?>> accumulatorMap =
aggregateSmallUserAccumulators(false);
+ Map<String, SerializedValue<Object>> result = new
HashMap<String, SerializedValue<Object>>();
+ for (Map.Entry<String, Accumulator<?, ?>> entry :
accumulatorMap.entrySet()) {
+ result.put(entry.getKey(), new
SerializedValue<Object>(entry.getValue()));
+ }
return result;
}
+// /**
+// * Merges and serializes all accumulator results from the tasks
previously executed in
+// * the Executions. If <code>onlyContent</code> is set to true, then the
Accumulators are
+// * merged and the content of the resulting Accumulator is serialized
and returned. In other
+// * case, the result is assumed to be merged, so no additional merging
is performed (as this
+// * could lead to duplicate entries), and the whole accumulator object
is serialized and
+// * returned.
+// * @param onlyContent <code>true</code> if we want to aggregate
accumulators and serialize just
+// * the content of the result, <code>false</code> if
(partial) accumulators
+// * are already merged (so no additional merging is
required), and we want the
+// * whole object serialized.
+// * @return The accumulator map
+// */
+// private Map<String, SerializedValue<Object>>
serializeAccumulators(boolean onlyContent) throws IOException {
+//
+// Map<String, Accumulator<?, ?>> accumulatorMap =
aggregateSmallUserAccumulators(onlyContent);
+//
+// Map<String, SerializedValue<Object>> result = new
HashMap<String, SerializedValue<Object>>();
+// for (Map.Entry<String, Accumulator<?, ?>> entry :
accumulatorMap.entrySet()) {
+// Object toSerialize = onlyContent ?
entry.getValue().getLocalValue() : entry.getValue();
+// result.put(entry.getKey(), new
SerializedValue<Object>(toSerialize));
+// }
+//
+// return result;
+// }
+
--- End diff --
Commented out.
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