You are viewing a plain text version of this content. The canonical link for it is here.
Posted to commits@cassandra.apache.org by "Piotr Kołaczkowski (JIRA)" <ji...@apache.org> on 2014/09/15 14:45:33 UTC

[jira] [Created] (CASSANDRA-7937) Apply backpressure gently when overloaded with writes

Piotr Kołaczkowski created CASSANDRA-7937:
---------------------------------------------

             Summary: Apply backpressure gently when overloaded with writes
                 Key: CASSANDRA-7937
                 URL: https://issues.apache.org/jira/browse/CASSANDRA-7937
             Project: Cassandra
          Issue Type: Bug
          Components: Core
         Environment: Cassandra 2.0
            Reporter: Piotr Kołaczkowski


When writing huge amounts of data into C* cluster from analytic tools like Hadoop or Apache Spark, we can see that often C* can't keep up with the load. This is because analytic tools typically write data "as fast as they can" in parallel, from many nodes and they are not artificially rate-limited, so C* is the bottleneck here. Also, increasing the number of nodes doesn't really help, because in a collocated setup this also increases number of Hadoop/Spark nodes (writers) and although possible write performance is higher, the problem still remains.

We observe the following behavior:
1. data is ingested at an extreme fast pace into memtables and flush queue fills up
2. the available memory limit for memtables is reached and writes are no longer accepted
3. the application gets hit by "write timeout", and retries repeatedly, in vain 
4. after several failed attempts to write, the job gets aborted 

Desired behaviour:
1. data is ingested at an extreme fast pace into memtables and flush queue fills up
2. after exceeding some memtable "fill threshold", C* applies rate limiting to writes - the more the buffers are filled-up, the less writes/s are accepted, however writes still occur within the write timeout.
3. thanks to slowed down data ingestion, now flush can happen before all the memory gets used

Of course the details how rate limiting could be done are up for a discussion.
It may be also worth considering putting such logic into the driver, not C* core, but then C* needs to expose at least the following information to the driver, so we could calculate the desired maximum data rate:

1. current amount of memory available for writes before they would completely block
2. total amount of data queued to be flushed and flush progress (amount of data to flush remaining for the memtable currently being flushed)
3. average flush write speed




--
This message was sent by Atlassian JIRA
(v6.3.4#6332)