1 New Hash Algorithm: jump consistent hash - Google Groups
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1 New Hash Algorithm: jump consistent hash - Google Groups
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In the past two weeks, we spike the following key problems for fast and online expand: ● New address="$hostname" PGOPTIONS='-c gp_session_role=utility' psql postgres -a Redistribute Motion 3:3 (slice1; segments: 3) Hash Key: (public.t.c + 0) -> Result -> Split -> Result -> Table Scan on t Filter: need_move
We implement a new expression `need_move` to do filter while table scan. This filter will reduce most of the tuples so it is very important. We try many methods, but the only method we find is to add a new expression to do the filter. We tried to implement this via a UDF but fails. Because tables’ distributed columns(types and positions) might be different, and a UDF cannot access raw tuple directly. The filter is to determine whether the tuple need to move, it has to take in the table t’s distributed columns data and type, plus the cluster size N+M to compute the target segment id, if target segment id is not equal to self segment id, the tuple need to move, the expression returns true. The only code we modified is the execution of the motion. We add a flag, if the flag is set, the executor knows that we are doing data-movement. And the tuple generated by Split Node has a column to identify where the tuple is to delete or to insert. We add several lines of code in the
execution of motion in our spike: If the tuple is to delete, we change the targetRoute to self segment_id. Then we finish the job by deleting the tuple locally and insert it remotely. We could use explicit redistribute motion to accomplish the job in production code. Above solution is just for spike to prove the idea is correct.
3.2 Known Issue There is another reason that the table is locked on access exclusive mode while reorganizing data. The problem is that the catalog gp_distribution_policy is accessed via SnapshotNow. That is when a transaction updates the catalog, others might read incorrect results. For more details, please refer: http://rhaas.blogspot.com/2013/07/mvcc-catalog-access.html. This is fixed in postgres9.4.
We might work around the problem by using the correct snapshot or wait for 9.4 merge finishing.
4 References 1. Google’s paper of jump consistent hash: https://arxiv.org/abs/1406.2294 2. The original consistent hash paper: https://www.akamai.com/es/es/multimedia/documents/technical-publication/consistent-h ashing-and-random-trees-distributed-caching-protocols-for-relieving-hot-spots-on-the-wo rld-wide-web-technical-publication.pdf 3. Analysis of jump consistent hash: https://kainwenblog.wordpress.com/2018/06/25/jump-consistent-hash-algorithm/ 4. MVCC Catalog Access: http://rhaas.blogspot.com/2013/07/mvcc-catalog-access.html