AnalyticDB for PostgreSQL allows you to export data to Object Storage Service (OSS) in parallel by using the OSS external table (gpossext) feature. AnalyticDB for PostgreSQL also supports GZIP compression for OSS external tables to reduce file sizes and storage costs.
Overview of gpossext
gpossext can read data from and write data to TEXT and CSV files regardless of whether the files are compressed in GZIP packages.
The following figure shows the gpossext architecture.
TEXT and CSV formats
The following parameters specify the formats of files read from and written to OSS. You can specify the parameters in the external table DDL parameters.
\n
: the character used as a line delimiter or line break for a TEXT or CSV file.DELIMITER: the column delimiter.
If you specify the DELIMITER parameter, you must also specify the QUOTE parameter.
Recommended column delimiters include commas (
,
), vertical bars (|
), and special characters such as\t
.
QUOTE: encloses each column of user data that contains special characters.
Strings that contain special characters must be enclosed in QUOTE characters to differentiate user data from control characters.
To improve efficiency, we recommend that you do not enclose data such as integers in QUOTE characters.
QUOTE characters cannot be the same as those specified by DELIMITER. The default value of QUOTE is a pair of double quotation marks ("").
User data that contains QUOTE characters must also contain ESCAPE characters to differentiate user data from machine code.
ESCAPE: the escape character.
Place an escape character before a special character that needs to be escaped to indicate that it is not a special character.
The default value of ESCAPE is the same as that of QUOTE.
You can also use other characters such as backslashes (
\
) as ESCAPE characters, which is used by MySQL.
Table 1. Default control characters for TEXT and CSV files
Control character | TEXT | CSV |
DELIMITER | \t (Tab) | , (Comma) |
QUOTE | " (Double quotation mark) | " (Double quotation mark) |
ESCAPE | N/A | " (Double quotation mark) |
NULL | \N (Backslash n) | Empty string without quotation marks |
All control characters must be single-byte characters.
Usage notes
The syntax used to create and use external tables is the same as that of Greenplum Database, except for the syntax of location-related parameters.
The performance of data import and export varies based on the OSS performance and resources of AnalyticDB for PostgreSQL instances, such as CPU, I/O, memory, and network resources. To maximize import and export performance, we recommend that you use column-oriented storage and compression when you create a table. For example, you can specify the following clause:
"WITH (APPENDONLY=true, ORIENTATION=column, COMPRESSTYPE=zlib, COMPRESSLEVEL=5, BLOCKSIZE=1048576)"
. For more information, see CREATE TABLE.To ensure import and export performance, the OSS bucket and the AnalyticDB for PostgreSQL instance must be in the same region.
Procedure
Create an OSS external table extension.
Before you use an OSS external table, you must first create an OSS external table extension in AnalyticDB for PostgreSQL. Create an extension for each database that you want to access. Execute the following statement to create the extension:
CREATE EXTENSION IF NOT EXISTS oss_ext;
Create a writable external table in AnalyticDB for PostgreSQL.
Execute the following statement to create the writable external table:
CREATE WRITABLE EXTERNAL TABLE table_name ( column_name data_type [, ...] | LIKE other_table ) LOCATION ('ossprotocol') FORMAT 'TEXT' [( [DELIMITER [AS] 'delimiter'] [NULL [AS] 'null string'] [ESCAPE [AS] 'escape' | 'OFF'] )] | 'CSV' [([QUOTE [AS] 'quote'] [DELIMITER [AS] 'delimiter'] [NULL [AS] 'null string'] [FORCE QUOTE column [, ...]] ] [ESCAPE [AS] 'escape'] )] [ ENCODING 'encoding' ] [ DISTRIBUTED BY (column, [ ... ] ) | DISTRIBUTED RANDOMLY ] ossprotocol: oss://oss_endpoint [prefix=prefix_name|dir=[folder/[folder/]...]/file_name] id=userossid key=userosskey bucket=ossbucket compressiontype=[none|gzip] async=[true|false]
The following table describes the parameters.
Parameter
Description
WRITABLE
The keyword of the external table for data export. You must specify this keyword when you create an external table.
FORMAT
The supported file formats, such as TEXT and CSV.
ENCODING
The format that is used to encode data in the files, such as UTF-8.
DISTRIBUTED BY
The clause that writes data from compute nodes to OSS based on the distribution keys.
oss://oss_endpoint
The endpoint URL of OSS in the
protocol name://oss_endpoint
format. The protocol name is oss and oss_endpoint is the domain name that is used to access OSS in a region. Example:oss://oss-cn-hangzhou.aliyuncs.com
ImportantIf you access your AnalyticDB for PostgreSQL instance from an Alibaba Cloud server, use an internal endpoint to avoid generating Internet traffic. An internal endpoint contains the
internal
keyword.id
The AccessKey ID of your Alibaba Cloud account. For information about how to obtain an AccessKey pair, see Create an AccessKey pair.
key
The AccessKey secret of your Alibaba Cloud account. For information about how to obtain an AccessKey pair, see Create an AccessKey pair.
bucket
The bucket to which you want to export the data file. Before you export data, you must create the OSS bucket.
prefix
The prefix of the OSS object path. Regular expressions are not supported.
NoteYou can specify only one of the prefix and dir parameters.
When you use the writable external table for data export, a unique name is generated for each exported file based on this parameter.
For example, if you set this parameter to osstest/exp/outfromhdb, the files are exported to the osstest/exp/ path, and the names of all exported files start with outfromhdb.
dir
The OSS directory that stores data objects.
NoteYou can specify only one of the prefix and dir parameters.
The path of the directory must end with a forward slash (
/
). Example:test/mydir/
.If you use this parameter when you create an external table for data export, all data is exported as multiple files within the specified directory. The names of the exported files are in the
filename.x
format, where x indicates a number. The values of x may not be consecutive.
compressiontype
The compression format of exported files. Valid values:
none (default): The files are not compressed.
gzip: The files are compressed in the GZIP format.
NoteOnly the GZIP format is supported.
num_parallel_worker
The number of parallel compression threads for data that is written to OSS. Valid values: 1 to 8. Default value: 3. Example:
num_parallel_worker=3
oss_flush_block_size
The size of each data block that is written to OSS. Valid values: 1 to 128. Default value: 32. Unit: MB. Example:
oss_flush_block_size=32
oss_file_max_size
The maximum size of each file that is written to OSS. If the limit is exceeded, subsequent data is written to another file. Valid values: 8 to 4000. Default value: 1024. Unit: MB. Example:
oss_file_max_size=1024
oss_connect_timeout
The connection timeout period. Default value: 10. Unit: seconds.
oss_dns_cache_timeout
The timeout period for DNS resolution. Default value: 60. Unit: seconds.
oss_speed_limit
The minimum amount of data transmitted per second. If the amount of data transmitted per second is less than the specified value for a specific period of time, a timeout is triggered. Unit: bytes. Default value: 1024. 1024 bytes is equal to 1 KB.
If you configure this parameter, you must also configure the oss_speed_time parameter.
NoteIf the transmission rate is lower than 1 KB/s for 15 consecutive seconds when the default values are used for the oss_speed_limit and oss_speed_time parameters, a timeout occurs. For more information, see Error handling.
oss_speed_time
The maximum period of time during which the minimum transmission rate can be tolerated. If the transmission rate is lower than the specified value for the specified period of time, a timeout is triggered. Default value: 15. Unit: seconds.
If you configure this parameter, you must also configure the oss_speed_limit parameter.
NoteIf the transmission rate is lower than 1 KB/s for 15 consecutive seconds when the default values are used for the oss_speed_limit and oss_speed_time parameters, a timeout occurs. For more information, see Error handling.
Export data in parallel.
Execute the following statement in the AnalyticDB for PostgreSQL database to export the data to OSS in parallel:
INSERT INTO <External table> SELECT * FROM <Source table>
Example
In this example, data from a source table named example is exported to OSS.
Execute the following statement to create an OSS external table extension:
CREATE EXTENSION IF NOT EXISTS oss_ext;
Execute the following statement to create a table named example that stores the data to be exported:
CREATE TABLE example (date text, time text, open float, high float, low float, volume int) DISTRIBUTED BY (date);
Create an OSS external table to which data is exported.
Execute the following statement if the prefix parameter is used to specify the path of the table:
CREATE WRITABLE EXTERNAL TABLE ossexample_exp (date text, time text, open float, high float, low float, volume int) location('oss://oss-cn-hangzhou.aliyuncs.com prefix=osstest/exp/outfromhdb id=XXX key=XXX bucket=testbucket') FORMAT 'csv' DISTRIBUTED BY (date);
Execute the following statement if the dir parameter is used to specify the path of the table:
CREATE WRITABLE EXTERNAL TABLE ossexample_exp (date text, time text, open float, high float, low float, volume int) location('oss://oss-cn-hangzhou.aliyuncs.com dir=osstest/exp/ id=XXX key=XXX bucket=testbucket') FORMAT 'csv' DISTRIBUTED BY (date);
Execute the following statement to export data from the example table to OSS in parallel:
INSERT INTO ossexample_exp SELECT * FROM example;
Execute the following query plan, which indicates that each compute node directly exports data to OSS without redistributing the data.
EXPLAIN INSERT INTO ossexample_exp SELECT * FROM example;
The following information is returned:
QUERY PLAN
---------------------------------------------------------------
Insert (slice0; segments: 3) (rows=1 width=92)
-> Seq Scan on example (cost=0.00..0.00 rows=1 width=92)
(2 rows)
SDK troubleshooting
When an error occurs during the import or export process, the error log contains the following information:
code: the HTTP status code of the request that has failed.
error_code: the error code that is returned by OSS.
error_msg: the error message that is returned by OSS.
req_id: the UUID of the request that has failed. If an issue persists, you can provide the request UUID to OSS for technical support.
For more information, see Error responses. You can fix timeout-related errors by using parameters related to oss_ext.