What’s new in 2020.2

SQream DB v2020.2 contains some new features, improved performance, and bug fixes.

This version has new window ranking function and a new editor UI to empower data users to analyze more data with less friction.

As always, the latest release improves reliability and performance, and makes getting more data into SQream DB easier than ever.

New features

UI

Integrations

  • Our Python driver (pysqream) now has an SQLAlchemy dialect. Customers can write high-performance Python applications that make full use of SQream DB - connect, query, delete, and insert data. Data scientists can use pysqream with Pandas, Numpy, and AI/ML frameworks like TensorFlow for direct queries of huge datasets.

SQL support

  • Added LAG/LEAD ranking functions to our Window functions support. We will have more features coming in the next version.

  • New syntax preview for Foreign Tables. Foreign tables replace external tables, with improved functionality.

    You can keep using the existing external table syntax for now, but it may be deprecated in the future.

    CREATE FOREIGN TABLE orc_example
    (
       name varchar(40),
       Age tinyint,
       Salary float
     )
    WRAPPER orc_fdw
    OPTIONS
    ( LOCATION = 'hdfs://hadoop-nn.piedpiper.com:8020/demo-data/example.orc' );
    

Improvements and fixes

SQream DB v2020.2 includes hundreds of small new features and tunable parameters that improve performance, reliability, and stability.

  • ~100 bug fixes, including:

    • Fixed CSV handling for DOS newlines
    • Fixed “out of bounds” message when several layers of nested substring, cast, and to_hex were used to produce one value.
    • Fixed “Illegal memory access” that would occur in extremely rare situations on all-text tables
    • Window functions can now be used with all aggregations
    • Fixed situation where a single worker may use more than one GPU that isn’t allocated to it
    • Text columns can now be added to existing tables with ALTER TABLE
  • New Data clustering syntax that can improve query performance for unsorted data

Operations

  • When upgrading from a previous version of SQream DB (for example, v2019.2), the storage version must be upgraded using the upgrade_storage utility: ./bin/upgrade_storage /path/to/storage/sqreamdb/

  • A change in memory allocation behaviour in this version sees the introduction of a new setting, limitQueryMemoryGB. This is an addition to the previous spoolMemoryGB setting.

    A good rule-of-thumb is to allow 5% system memory for other processes. The spool memory allocation should be around 90% of the total memory allocated.

    • limitQueryMemoryGB defines how much total system memory is used by the worker. The recommended setting is (total host memory - 5%) / sqreamd workers on host.
    • spoolMemoryGB defines how much memory is set aside for spooling, out of the total system memory allocated in limitQueryMemoryGB. The recommended setting is 90% of the limitQueryMemoryGB.

    This setting must be set lower than the limitQueryMemoryGB setting.

    For example, for a machine with 512GB of RAM and 4 workers, the recommended settings are:

    • limitQueryMemoryGB - ⌊(512 * 0.95 / 4)⌋ ~ 486 / 4 121.
    • spoolMemoryGB - ⌊( 0.9 * limitQueryMemoryGB )⌋ ⌊( 0.9 * 121 )⌋ 108

    Example settings per-worker, for 512GB of RAM and 4 workers:

    "runtimeFlags": {
       "limitQueryMemoryGB" : 121,
       "spoolMemoryGB" : 108
    

Known Issues & Limitations

  • An invalid formatted CSV can cause an insufficient memory error on a COPY FROM statement if a quote isn’t closed and the file is much larger than system memory.
  • Multiple COUNT( distinct ... ) operations within the same query are limited to “developer mode” due to an instability that was identified. If you rely on this feature, contact your SQream account manager to enable this feature.
  • TEXT columns can’t be used with an outer join together with an inequality check (!= , <>)

Upgrading to v2020.2

Versions are available for IBM POWER9, RedHat (CentOS) 7, Ubuntu 18.04, and other OSs via Docker.

Contact your account manager to get the latest release of SQream DB.