spark-instrumented-optimizer/resource-managers
Marcelo Vanzin 0343854f54 [SPARK-28487][K8S] More responsive dynamic allocation with K8S
This change implements a few changes to the k8s pod allocator so
that it behaves a little better when dynamic allocation is on.

(i) Allow the application to ramp up immediately when there's a
change in the target number of executors. Without this change,
scaling would only trigger when a change happened in the state of
the cluster, e.g. an executor going down, or when the periodical
snapshot was taken (default every 30s).

(ii) Get rid of pending pod requests, both acknowledged (i.e. Spark
knows that a pod is pending resource allocation) and unacknowledged
(i.e. Spark has requested the pod but the API server hasn't created it
yet), when they're not needed anymore. This avoids starting those
executors to just remove them after the idle timeout, wasting resources
in the meantime.

(iii) Re-work some of the code to avoid unnecessary logging. While not
bad without dynamic allocation, the existing logging was very chatty
when dynamic allocation was on. With the changes, all the useful
information is still there, but only when interesting changes happen.

(iv) Gracefully shut down executors when they become idle. Just deleting
the pod causes a lot of ugly logs to show up, so it's better to ask pods
to exit nicely. That also allows Spark to respect the "don't delete
pods" option when dynamic allocation is on.

Tested on a small k8s cluster running different TPC-DS workloads.

Closes #25236 from vanzin/SPARK-28487.

Authored-by: Marcelo Vanzin <vanzin@cloudera.com>
Signed-off-by: Marcelo Vanzin <vanzin@cloudera.com>
2019-08-13 17:29:54 -07:00
..
kubernetes [SPARK-28487][K8S] More responsive dynamic allocation with K8S 2019-08-13 17:29:54 -07:00
mesos [SPARK-28601][CORE][SQL] Use StandardCharsets.UTF_8 instead of "UTF-8" string representation, and get rid of UnsupportedEncodingException 2019-08-05 20:45:54 -07:00
yarn [SPARK-28593][CORE] Rename ShuffleClient to BlockStoreClient which more close to its usage 2019-08-05 14:54:45 +08:00