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1© 2014 SAP
AG or an SAP affiliate company. All rights reserved. SAP HANA SPS 11 - What’s New? HANA Core SAP HANA Product Management December, 2015 (Delta from SPS 10 to SPS 11)
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© 2015 SAP
SE or an SAP affiliate company. All rights reserved. 2Public Agenda Dynamic Range Partitioning Result Cache Extension (View Cache) for SQL Views, CalcViews and CDS Views Misc Flexible Table enhancement, Select with Partition Restriction
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Dynamic Range Partitioning
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© 2015 SAP
SE or an SAP affiliate company. All rights reserved. 4Public Partitioning - Overview Partitioning supports the creation of very large tables by decomposing them into smaller and more manageable pieces. Partitioning is transparent for most SQL queries and Data Manipulation Language (DML) statements. Typical use cases for partitioning Load-balancing Performance: parallelization, partition pruning, merge Overcome 2 billion rows limit Types of partitioning Single-Level partitioning: hash, range, round-robin Multi-Level partitioning: hash-range, hash-round-robin, hash-hash, round-robin-range, range-range FebJan Mar HANA Server 1 OTHERS FebJan Mar HANA Server 2 OTHERS
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© 2015 SAP
SE or an SAP affiliate company. All rights reserved. 5Public Dynamic Range Partitioning - Overview Before SPS11: Active partition management for fast growing tables required (monitoring, add partition) In case of range partitioned tables it may lead to huge OTHERS partition As of SPS11: allows an automatic and dynamic (via a background job) range partitioning for a table based only on the size of the OTHERS partition can be applied to single-level range partitioned tables as well as multi-level hash-range, range-range, roundrobin-range tables FebJan Mar HANA Database OTHERS FebJan Mar HANA Database Before SPS11 Dynamic Part Others As of SPS11 huge OTHERS partition dynamically added partition, keeps OTHERS partition small (user defined)
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© 2015 SAP
SE or an SAP affiliate company. All rights reserved. 6Public Dynamic Range Partitioning - Details Functionality The user can specify a threshold value that will trigger the cut of the current OTHERS partition and the creation of a new dynamic partition Define the threshold at table level (metadata) or system parameter HANA background job evaluates periodically the number of rows in the current OTHERS partition and generates a new dynamic range partition from OTHERS, if the threshold is exceeded Pre-requisite: The range partitioning column is a non-null monotonically increasing value The following datatypes for the range partitioning column are supported: INT, VARCHAR, DATE, TIMESTAMP, SECONDDATE SQL Syntax: CREATE COLUMN TABLE T1 (A VARCHAR(5) NOT NULL, NUM INTEGER NOT NULL) PARTITION BY RANGE (A AS INT) (PARTITION OTHERS DYNAMIC THRESHOLD 3000000); ALTER TABLE T PARTITION OTHERS DYNAMIC THRESHOLD 1000000; ALTER TABLE T PARTITION OTHERS NO DYNAMIC Configuration Parameter: indexserver.ini [partitioning] dynamic_range_check_time_interval_sec (default value: 900; deactivate: -1): Interval in sec for the Dynamic Range Background Job dynamic_range_default_threshold (default value: 100 000 000): number of rows; used when no threshold is defined in table metadata
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Result Cache Extension
(View Cache) for SQL Views, CalcViews and CDS Views
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© 2015 SAP
SE or an SAP affiliate company. All rights reserved. 8Public Overview Customer Issue: Complex CDS-views have been suffered from lack of multi-user scalability due to large CPU consumption Solution: Avoid redundant computation of identical and frequent queries in read-mostly workloads for complex CDS Views, SQL Views and CalcViews Basic Concept: Query result on complex view is cached and refreshed periodically. The maximum staleness restriction can be specified by users. Features: Ease of use: No application modification necessary Selectively enabled for sets of queries using a view definition (DDL) statement Two types of view caches: – aggregated cache that allows explicit aggregation types for caching (MIN, MAX, COUNT, SUM) – parameterized cache (caching of table function) Limitations No data freshness guarantees for view caches (depends on user definition) Availability Pilotversion with rev102 (SAP note 2232909) GA with SPS11
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© 2015 SAP
SE or an SAP affiliate company. All rights reserved. 9Public How it works Initial Plan Top-level view matching Project GroupBy Filter CDS_VIEW Project View Cache (CDS_VIEW) • Check if GroupBy is used • Check if projection columns & aggregation type is matched with cache spec View Cache on CDS_VIEW Filter GroupBy Project NESTED_CDS_VIEW Join … … Execution Plan after View-Cache matching (name-based matching) First query generates the cache entry; Cache will be refreshed periodically => defined by retention time
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© 2015 SAP
SE or an SAP affiliate company. All rights reserved. 10Public How to use View related DDL: CREATE VIEW SIMPLE_VIEW AS (SELECT A, SUM(KF1), MAX(KF2), MIN(KF3), COUNT(KF4) FROM SIMPLE_TABLE GROUP BY A) WITH CACHE RETENTION 100; ALTER VIEW <view_name> DROP | ADD | ALTER CACHE ...; Table function related DDL: CREATE FUNCTION SIMPLE_FUNCTION (INPUT_VAL INT) RETURNS TABLE (A INT, KF1 INT, KF2, INT, KF3 INT, KF4 INT) LANGUAGE SQLSCRIPT AS BEGIN RETURN A, SUM(KF1 + INTPUT_VAL), MIN(KF2), MIN(KF3), KF4 FROM SIMPLE_TABLE GROUP BY A; WITH CACHE RETENTION 100; System Views: SELECT * FROM RESULT_CACHE; shows all cached views and table functions SELECT * FROM RESULT_CACHE_COLUMNS; shows all cached columns of cached view and table functions
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© 2015 SAP
SE or an SAP affiliate company. All rights reserved. 11Public How to use - cont. Monitoring Views: SELECT * FROM M_RESULT_CACHE; shows cache-related information, e.g. cache id, cache key, memory size, record count SELECT * FROM M_RESULT_CACHE_EXCLUSIONS; list of excluded views from caching – Views in this list will not be cached by HANA, even if the user has created the view cache – HANA adds views to the list automatically, if the cache result exceeds total cache size and cache refresh time > cache retention time Configuration: indexserver.ini [result_cache] enabled = yes (default: no); indexserver.ini [result_cache] total_size = <MB> (default: 10000); Note: The section [result_cache] must be created in the indexserver.ini System Commands: ALTER SYSTEM CLEAR RESULT CACHE; ALTER SYSTEM REFRESH RESULT CACHE <object_name>; object_name can be found in system view RESULT_CACHE
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© 2015 SAP
SE or an SAP affiliate company. All rights reserved. 12Public Remarks on other Result Cache in HANA Column Store Result Cache (<SPS06), works only for Column Store Views/Tables Features: Transaction-consistent or time-controlled result cache for column store queries Ease of use: No application modification necessary Selectively enabled for sets of tables/views using a configuration parameter Allows individual behavior on cached queries or column view creation Monitoring of cache entries M_CACHE_ENTRIES There is no max cache size Indexserver.ini -> [cache] -> resultcache_enabled = yes Limitations: Only usable for queries entirely operating on column store tables/views Cache is invalidated if one of the base tables the query operates on is updated Each query and parameter set has a separate cache entry SQL-Syntax: SELECT ... WITH PARAMETERS ('CACHE'=('REALTIME'));the result will be cached, which is the default. SELECT ... WITH PARAMETERS ('CACHE'=('TIME_CONTROLLED','N')); the result will be cached for N seconds ALTER SYSTEM CLEAR COLUMN RESULT CACHE; clears the result cache
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Miscellaneous
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© 2015 SAP
SE or an SAP affiliate company. All rights reserved. 14Public Flexible Table enhancement Flexibel Table: schema-flexible database tables that support data items with greatly varying sets of attributes Use Cases: store classification data (e.g. search), graph data, input data sets (e.g. KXEN) Feature: Dynamic columns (but has at least one static column – predefined in the schema) Dynamic columns can be created automatically during a data insertion operation, an update operation, or a replace/upsert operation Dynamic column is automatically dropped if and only if no values are left (NULL values) By default, NVARCHAR(5000) will be used as the default data type for dynamic columns Enhancement: Automatic Datatype Detection – by scanning the input data and deriving the best matching data type from it – The data type is not changed after the initial creation of the column – SQL Syntax: CREATE COLUMN TABLE <table name> ( <column definitions> ) WITH SCHEMA FLEXIBILITY (DEFAULT DATA TYPE *) Automatic Data Type Promotion – the existing column type of a dynamic column will be altered to a more generic data type that is able to store the old and the new data without any loss of information – SQL Syntax: CREATE COLUMN TABLE <table name> ( <column definitions> ) WITH SCHEMA FLEXIBILITY (AUTO DATA TYPE PROMOTION) Combination of both: – SQL Syntax: CREATE COLUMN TABLE <table name> ( <column definitions> ) WITH SCHEMA FLEXIBILITY (DEFAULT DATA TYPE * AUTO DATA TYPE PROMOTION)
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© 2015 SAP
SE or an SAP affiliate company. All rights reserved. 15Public Flexible Table with Automatic Datatype Detection / Promotion SESSIONLAYER SQLCompiler front-end Normal Table COL1 INTEGER COL2 VARCHAR Rule 1: Add column Action: Compare input values list and actual table columns. Decide type and execute ALTER TABLE if applicable. Rule 2: Promote datatype Action: Decide promote type and execute ALTER COLUMN if applicable. Flexible Table COL1 INTEGER COL2 VARCHAR INSERT INTO Tab (COL1, COL2, COL3) VALUES (1, ‘xyz’, 5); Exception SQLCompiler front-end Retry Add column Flexible Table COL1 INTEGER COL2 VARCHAR COL3 INTEGER SQLCompiler front-end Retry Alter column Flexible Table COL1 INTEGER COL2 VARCHAR COL3 INTEGER Flexible Table COL1 INTEGER COL2 VARCHAR COL3 DECIMAL INSERT INTO FlexTab (COL1, COL2, COL3) VALUES (1, ‘abc’, 5); INSERT INTO FlexTab (COL1, COL2, COL3) VALUES (2, ‘xyz’, 1.5);
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© 2015 SAP
SE or an SAP affiliate company. All rights reserved. 16Public SELECT with partition restriction Definition An optional explicit specification of a partition or a list of partitions followed by the table reference in FROM clause of SELECT and target table reference of DMLs Use Case: Application-controlled access to dedicated partitions of a table Example: a table is defined a partitioned table with 4 hash partitions – CREATE COLUMN TABLE mytab (a INT, b INT, c INT, PRIMARY KEY (a, b)) PARTITION BY HASH (a, b) PARTITIONS 4 access or modifies the 1st partition – SELECT * FROM mytab PARTITION (1) WHERE a = 1 AND b = 1; the partition ID can be obtained from the monitoring view M_CS_PARTITIONS Current Scope: Only single table access without join & aggregation will be handled in SPS11
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© 2015 SAP
SE or an SAP affiliate company. All rights reserved. 17Public Disclaimer This presentation outlines our general product direction and should not be relied on in making a purchase decision. This presentation is not subject to your license agreement or any other agreement with SAP. SAP has no obligation to pursue any course of business outlined in this presentation or to develop or release any functionality mentioned in this presentation. This presentation and SAP’s strategy and possible future developments are subject to change and may be changed by SAP at any time for any reason without notice. This document is provided without a warranty of any kind, either express or implied, including but not limited to, the implied warranties of merchantability, fitness for a particular purpose, or non-infringement. SAP assumes no responsibility for errors or omissions in this document, except if such damages were caused by SAP intentionally or grossly negligent.
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© 2015 SAP
SE or an SAP affiliate company. All rights reserved. Thank you Contact information Ruediger Karl SAP HANA Product Management AskSAPHANA@sap.com
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