Обсуждение: Bulk Insert into PostgreSQL

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Bulk Insert into PostgreSQL

От
Srinivas Karthik V
Дата:
Hi,
I am performing a bulk insert of 1TB TPC-DS benchmark data into PostgreSQL 9.4. It's taking around two days to insert 100 GB of data. Please let me know your suggestions to improve the performance. Below are the configuration parameters I am using:
shared_buffers =12GB
maintainence_work_mem = 8GB
work_mem = 1GB
fsync = off
synchronous_commit = off
checkpoint_segments = 256       
checkpoint_timeout = 1h       
checkpoint_completion_target = 0.9   
checkpoint_warning = 0
autovaccum = off
Other parameters are set to default value. Moreover, I have specified the primary key constraint during table creation. This is the only possible index being created before data loading and I am sure there are no other indexes apart from the primary key column(s).

Regards,
Srinivas Karthik


Re: Bulk Insert into PostgreSQL

От
Pavel Stehule
Дата:


2018-06-27 13:18 GMT+02:00 Srinivas Karthik V <skarthikv.iitb@gmail.com>:
Hi,
I am performing a bulk insert of 1TB TPC-DS benchmark data into PostgreSQL 9.4. It's taking around two days to insert 100 GB of data. Please let me know your suggestions to improve the performance. Below are the configuration parameters I am using:
shared_buffers =12GB
maintainence_work_mem = 8GB
work_mem = 1GB
fsync = off
synchronous_commit = off
checkpoint_segments = 256       
checkpoint_timeout = 1h       
checkpoint_completion_target = 0.9   
checkpoint_warning = 0
autovaccum = off
Other parameters are set to default value. Moreover, I have specified the primary key constraint during table creation. This is the only possible index being created before data loading and I am sure there are no other indexes apart from the primary key column(s).

The main factor is using COPY instead INSERTs.

load 100GB database should to get about few hours, not two days.

Regards

Pavel


Regards,
Srinivas Karthik



RE: Bulk Insert into PostgreSQL

От
ROS Didier
Дата:

Hi

               I suggest to split the data to insert into several text files ( the number of CPUs) , create extension pg_background, and  create a main transaction which calls x (number of CPUs) autonomous transactions.

               Each one insert the data from a specific test file via the COPY command.

               NB : autonomous transaction can commit

               It would normally divide the duration of the import by the number of CPUs.

              

Best Regards

cid:image002.png@01D14E0E.8515EB90


Didier ROS

Expertise SGBD

DS IT/IT DMA/Solutions Groupe EDF/Expertise Applicative - SGBD
Nanterre Picasso - E2 565D (aile nord-est)
32 Avenue Pablo Picasso
92000 Nanterre

didier.ros@edf.fr

 

 

De : skarthikv.iitb@gmail.com [mailto:skarthikv.iitb@gmail.com]
Envoyé : mercredi 27 juin 2018 13:19
À : pgsql-hackers@postgresql.org
Objet : Bulk Insert into PostgreSQL

 

Hi,

I am performing a bulk insert of 1TB TPC-DS benchmark data into PostgreSQL 9.4. It's taking around two days to insert 100 GB of data. Please let me know your suggestions to improve the performance. Below are the configuration parameters I am using:

shared_buffers =12GB

maintainence_work_mem = 8GB

work_mem = 1GB

fsync = off

synchronous_commit = off

checkpoint_segments = 256       
checkpoint_timeout = 1h       
checkpoint_completion_target = 0.9   
checkpoint_warning = 0

autovaccum = off

Other parameters are set to default value. Moreover, I have specified the primary key constraint during table creation. This is the only possible index being created before data loading and I am sure there are no other indexes apart from the primary key column(s).

 

Regards,

Srinivas Karthik

 

 


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Вложения

Re: Bulk Insert into PostgreSQL

От
Don Seiler
Дата:
On Wed, Jun 27, 2018 at 6:25 AM, Pavel Stehule <pavel.stehule@gmail.com> wrote:


Other parameters are set to default value. Moreover, I have specified the primary key constraint during table creation. This is the only possible index being created before data loading and I am sure there are no other indexes apart from the primary key column(s).

When doing initial bulk data loads, I would suggest not applying ANY constraints or indexes on the table until after the data is loaded. Especially unique constraints/indexes, those will slow things down A LOT.
 

The main factor is using COPY instead INSERTs.


+1 to COPY.


--
Don Seiler
www.seiler.us

Re: Bulk Insert into PostgreSQL

От
Srinivas Karthik V
Дата:
I was using copy command to load. Removing the primary key constraint on the table and then loading it helps a lot. In fact, a 400GB table was loaded and the primary constraint was added in around 15 hours.  Thanks for the wonderful suggestions. 

Regards,
Srinivas Karthik

On 28 Jun 2018 2:07 a.m., "Don Seiler" <don@seiler.us> wrote:
On Wed, Jun 27, 2018 at 6:25 AM, Pavel Stehule <pavel.stehule@gmail.com> wrote:


Other parameters are set to default value. Moreover, I have specified the primary key constraint during table creation. This is the only possible index being created before data loading and I am sure there are no other indexes apart from the primary key column(s).

When doing initial bulk data loads, I would suggest not applying ANY constraints or indexes on the table until after the data is loaded. Especially unique constraints/indexes, those will slow things down A LOT.
 

The main factor is using COPY instead INSERTs.


+1 to COPY.


--
Don Seiler
www.seiler.us

Re: Bulk Insert into PostgreSQL

От
Craig Ringer
Дата:
On 30 June 2018 at 06:47, Srinivas Karthik V <skarthikv.iitb@gmail.com> wrote:
I was using copy command to load. Removing the primary key constraint on the table and then loading it helps a lot. In fact, a 400GB table was loaded and the primary constraint was added in around 15 hours.  Thanks for the wonderful suggestions. 


You can also gain a bit by running with wal_level = minimal. On newer version you can use UNLOGGED tables then convert them to logged, but that won't be an option for 9.4.

--
 Craig Ringer                   http://www.2ndQuadrant.com/
 PostgreSQL Development, 24x7 Support, Training & Services

RE: Bulk Insert into PostgreSQL

От
"Tsunakawa, Takayuki"
Дата:
From: Srinivas Karthik V [mailto:skarthikv.iitb@gmail.com]
> I was using copy command to load. Removing the primary key constraint on
> the table and then loading it helps a lot. In fact, a 400GB table was loaded
> and the primary constraint was added in around 15 hours.  Thanks for the
> wonderful suggestions.

400 GB / 15 hours = 7.6 MB/s

That looks too slow.  I experienced a similar slowness.  While our user tried to INSERT (not COPY) a billion record,
theyreported INSERTs slowed down by 10 times or so after inserting about 500 million records.  Periodic pstack runs on
Linuxshowed that the backend was busy in btree operations.  I didn't pursue the cause due to other businesses, but
theremight be something to be improved.
 


Regards
Takayuki Tsunakawa




Re: Bulk Insert into PostgreSQL

От
Peter Geoghegan
Дата:
On Sun, Jul 1, 2018 at 5:19 PM, Tsunakawa, Takayuki
<tsunakawa.takay@jp.fujitsu.com> wrote:
> 400 GB / 15 hours = 7.6 MB/s
>
> That looks too slow.  I experienced a similar slowness.  While our user tried to INSERT (not COPY) a billion record,
theyreported INSERTs slowed down by 10 times or so after inserting about 500 million records.  Periodic pstack runs on
Linuxshowed that the backend was busy in btree operations.  I didn't pursue the cause due to other businesses, but
theremight be something to be improved. 

What kind of data was indexed? Was it a bigserial primary key, or
something else?

--
Peter Geoghegan


RE: Bulk Insert into PostgreSQL

От
"Tsunakawa, Takayuki"
Дата:
From: Peter Geoghegan [mailto:pg@bowt.ie]
> What kind of data was indexed? Was it a bigserial primary key, or
> something else?

Sorry, I don't remember it.  But the table was for storing some machine usage data, and I don't think any sequence was
usedin the index.
 

According to my faint memory, iostat showed many reads on the database storage, and correspondingly pstack showed
ReadBufferExtendedduring the btree operations.  shared_buffers was multiple GBs.  I wondered why btree operations
didn'tbenefit from the caching of non-leaf nodes.
 

Regards
Takayuki Tsunakawa




Re: Bulk Insert into PostgreSQL

От
Srinivas Karthik V
Дата:
@Peter: I was indexing the primary key of all the tables in tpc-ds. Some of the fact tables has multiple columns as part of the primary key. Also, most of them are numeric type.

On Mon, Jul 2, 2018 at 7:09 AM, Peter Geoghegan <pg@bowt.ie> wrote:
On Sun, Jul 1, 2018 at 5:19 PM, Tsunakawa, Takayuki
<tsunakawa.takay@jp.fujitsu.com> wrote:
> 400 GB / 15 hours = 7.6 MB/s
>
> That looks too slow.  I experienced a similar slowness.  While our user tried to INSERT (not COPY) a billion record, they reported INSERTs slowed down by 10 times or so after inserting about 500 million records.  Periodic pstack runs on Linux showed that the backend was busy in btree operations.  I didn't pursue the cause due to other businesses, but there might be something to be improved.

What kind of data was indexed? Was it a bigserial primary key, or
something else?

--
Peter Geoghegan

Re: Bulk Insert into PostgreSQL

От
Ashwin Agrawal
Дата:

On Sat, Jun 30, 2018 at 6:27 AM Craig Ringer <craig@2ndquadrant.com> wrote:

You can also gain a bit by running with wal_level = minimal. On newer version you can use UNLOGGED tables then convert them to logged, but that won't be an option for 9.4.

Curious to know more on this does with standby also its faster or only without standby this option can be faster ?

Re: Bulk Insert into PostgreSQL

От
Peter Geoghegan
Дата:
On Tue, Jul 3, 2018 at 4:34 PM, Srinivas Karthik V
<skarthikv.iitb@gmail.com> wrote:
> @Peter: I was indexing the primary key of all the tables in tpc-ds. Some of
> the fact tables has multiple columns as part of the primary key. Also, most
> of them are numeric type.

Please see my mail to -hackers on suffix truncation:
https://postgr.es/m/CAH2-Wzn5XbCzk6u0GL+uPnCp1tbrp2pJHJ=3bYT4yQ0_zzHxmw@mail.gmail.com

Perhaps this is related in some way, since in both cases we're talking
about a composite index on varlena-type columns, where the types have
expensive comparisons.

-- 
Peter Geoghegan


Re: Bulk Insert into PostgreSQL

От
Srinivas Karthik V
Дата:
Thanks for the link!

Alternatively, when I am trying to create an index on a column of a table which is of size 400 GB, it is taking roughly 7 hrs. The index is created only on one column which is not a primary key. The query I am using is, create index on table (colname). I request your valuable suggestions for the same. The configuration parameters are:

shared_buffers =12GB
maintainence_work_mem = 8GB
work_mem = 1GB
fsync = off
synchronous_commit = off
checkpoint_segments = 256        
checkpoint_timeout = 1h        
checkpoint_completion_target = 0.9    
checkpoint_warning = 0
autovaccum = off

Regards,
Srinivas Karthik

On Wed, Jul 4, 2018 at 10:27 PM, Peter Geoghegan <pg@bowt.ie> wrote:
On Tue, Jul 3, 2018 at 4:34 PM, Srinivas Karthik V
<skarthikv.iitb@gmail.com> wrote:
> @Peter: I was indexing the primary key of all the tables in tpc-ds. Some of
> the fact tables has multiple columns as part of the primary key. Also, most
> of them are numeric type.

Please see my mail to -hackers on suffix truncation:
https://postgr.es/m/CAH2-Wzn5XbCzk6u0GL+uPnCp1tbrp2pJHJ=3bYT4yQ0_zzHxmw@mail.gmail.com

Perhaps this is related in some way, since in both cases we're talking
about a composite index on varlena-type columns, where the types have
expensive comparisons.

--
Peter Geoghegan