12c Parallel Execution New Features: Parallel FILTER Subquery Evaluation – Part 1: Introduction

12c introduces another interesting new Parallel Execution feature - the parallel evaluation of FILTER subqueries. In pre-12c FILTER subqueries always had to be evaluated in the Query Coordinator. This had several consequences, in particular the data driving the FILTER subquery always had to flow through the Query Coordinator, and hence represented a forced serial execution part of a parallel execution plan. This limitation also meant that depending on the overall plan shape the parallel plan (more...)

Video Tutorial: XPLAN_ASH Active Session History – Part 6

The next part of the video tutorial explaining the XPLAN_ASH Active Session History functionality continuing the actual walk-through of the script output.

More parts to follow.

12c Parallel Execution New Features: 1 SLAVE distribution

When certain SQL features get used in pre-12c versions that force non-parallel evaluation, like using ROWNUM or certain Analytic Functions like LAG/LEAD, then - depending on the overall plan shape - Oracle can start to decompose the parallel execution plan into several so called DFO trees (If you want learn more about DFO trees and DFOs I recommend watching my online tutorial on my Youtube channel).Now having multiple DFO trees in a single (more...)

12c Parallel Execution New Features: PX SELECTOR

Continuing my series on new 12c Parallel Execution features: I've already mentioned the new PX SELECTOR operator as part of the new Concurrent UNION ALL feature where it plays a key role. However, in general starting from 12c this new operator usually will get used when it comes to executing a serial part of the execution plan, like a full scan of an object not marked parallel, or an index based operation that can't be (more...)

Temp Table Transformation Cardinality Estimates – 2

Continuing from the previous part - which was about the Temp Table Transformation and join cardinality estimates - using the same simple table setup here is a slight variation of the previously used query to demonstrate the potential impact on single table cardinality estimates:

explain plan for
with
cte as (
select /* inline */ id from t1 t
where 1 = 1
)
select /*+
no_merge(a) no_merge(b)
*/ * from cte a, cte (more...)

Temp Table Transformation Cardinality Estimates – 1

Having published recently two notes about the Temp Table Transformation highlighting the heuristics based decision and other weaknesses, for example regarding the projection of columns, it's time to publish some more notes about it.The transformation can also have significant impact on cardinality estimates, both join and single table cardinality.Looking at the difference in the join cardinality estimates of following simple example:

create table t1
as
select
rownum as id
, mod(rownum, 10) (more...)

Heuristic Temp Table Transformation – 2

Heuristic Temp Table Transformation - 2 Some time ago I've demonstrated the non-cost based decision for applying the temp table transformation when using CTEs (Common Table/Subquery Expressions). In this note I want to highlight another aspect of this behaviour.Consider the following data creating a table with delibrately wide columns:

create table a
as
select
rownum as id
, rownum as id2
, rpad('x', 4000) as large_vc1
, rpad('x', 4000) as large_vc2
, rpad('x', 4000) (more...)

Enabling Edition Based Redefinition On A Schema With Object-Relational Tables

This is just a heads-up for those thinking about using Edition Based Redefinition (EBR) and enabling it on an existing schema with objects. Although EBR isn't exactly a new feature its current adoption level is probably not that high (which probably changes in future as Oracle E-Business Suite uses EBR now as part of their default upgrade procedure as far as I understood).I was recently contacted by someone who enabled EBR on an existing (more...)

Function-Based Indexes And CURSOR_SHARING = FORCE

In general it is known that Function-Based Indexes (FBIs) can no longer be used by the optimizer if the expression contains literals and CURSOR_SHARING = FORCE / SIMILAR (deprecated) turns those literals into bind variables. Jonathan Lewis described the issue quite a while ago here in detail.In a recent OTN thread this issue was raised again, but to my surprise when I played around with a test case that mimicked the OP's problem query (more...)

Combined ACCESS And FILTER Predicates – Excessive Throw-Away

Catchy title... Let's assume the following data setup:

create table t1
as
select
rownum as id
, 1 as id2
, rpad('x', 100) as filler
from
dual
connect by
level < = 1e4
;

create table t2
as
select
rownum as id
, 1 as id2
, rpad('x', 100) as filler
from
dual
connect by
level < = 1e4
;

create table t3
as
select
rownum as id
, 1 as id2
, rpad('x', 100) as filler
from
dual
connect by
(more...)

Video Tutorial: XPLAN_ASH Active Session History – Part 5

The next part of the video tutorial explaining the XPLAN_ASH Active Session History functionality continuing the actual walk-through of the script output.

More parts to follow.

DOAG Expertenseminar "Parallel Execution Masterclass" (German)

In zwei Wochen findet das Expertenseminar "Parallel Execution Masterclass" in Berlin statt, das ich gemeinsam mit der DOAG veranstalte.

Es sind noch ein paar Plätze frei - sollten Sie also Lust und Zeit haben, nach Berlin zu kommen und exklusives Wissen (nicht nur) über das Parallel Execution Feature der Oracle Datenbank zu erfahren, würde ich mich sehr freuen, Sie dort mit den anderen Teilnehmern begrüßen zu dürfen, um gemeinsam mit Ihnen eine gute und produktive (more...)

Video Tutorial: XPLAN_ASH Active Session History – Part 4

The next part of the video tutorial explaining the XPLAN_ASH Active Session History functionality continuing the actual walk-through of the script output.

More parts to follow.


12c Parallel Execution New Features: Concurrent UNION ALL – Part 3

In the final part of this instalment I want to focus on the possible optimisation of remote access that I outlined in the initial part, which is based on the idea of running multiple concurrent remote branches of a UNION ALL to overcome the query coordinator bottleneck of straightforward remote queries that need to transfer larger amounts of data.For that purpose I now simply change my sample query to access the serial table (more...)

12c Parallel Execution New Features: Concurrent UNION ALL – Part 2

In the first part of this series I've focused on the parallel degree chosen by the optimizer when dealing with the new concurrent UNION ALL feature.I've shown that for the variant with serial branches only in the UNION ALL in principle the number of branches dictates the parallel degree determined, even in cases of more complex plans that mix such a serial branch only UNION ALL operator with some other parallel stuff for example (more...)

12c Parallel Execution New Features: Concurrent UNION ALL – Part 1

12c introduces the concurrent UNION ALL operator that allows multiple branches below the UNION ALL to become active concurrently - which is a significant change. Before the introduction of this feature Oracle never executed multiple branches of an execution plan concurrently (in terms of Parallel Execution) - the parallelism so far was about executing the same operations of a particular branch of the execution plan by multiple processes / sessions. When we later look at (more...)

12c Parallel Execution New Features: Hybrid Hash Distribution – Part 2

In the second part of this post (go to part 1) I want to focus on the hybrid distribution for skewed join expressions.

2. Hybrid Distribution For Skewed Join Expressions

The HYBRID HASH distribution allows to some degree addressing data distribution skew in case of HASH distributions, which I've described in detail already in the past. A summary post that links to all other relevant articles regarding Parallel Execution Skew can be found here (more...)

12c Parallel Execution New Features: Hybrid Hash Distribution – Part 1

In this blog post I want to cover some aspects of the the new HYBRID HASH adaptive distribution method that I haven't covered yet in my other posts.As far as I know it serves two purposes for parallel HASH and MERGE JOINs, adaptive broadcast distribution and hybrid distribution for skewed join expressions. In the first part of this post I want to focus on former one.

1. Adaptive Broadcast Distribution For Small Left Row (more...)

Exadata & In-Memory Real World Performance Artikel (German)

Heute wurde auf "informatik-aktuell.de" ein aktueller Artikel von mir veröffentlicht. Es geht darin um die Analyse eines Falles bei einem meiner Kunden, der auf Exadata nicht die erwartete Performance erreicht hat.

In dem Artikel werden unterschiedliche Abfrage-Profile analysiert und erklärt, wie diese unterschiedlichen Profile die speziellen Features von Exadata und In-Memory beeinflussen.

Teil 1 des Artikels
Teil 2 des Artikels

Video Tutorial: XPLAN_ASH Active Session History – Part 3

The next part of the video tutorial explaining the XPLAN_ASH Active Session History functionality continuing the actual walk-through of the script output.

More parts to follow.