One of the most important OrientDB-ETL module features is the simplicity to configure complex ETL processed, just by working to a single JSON file.
The Configuration file is divided in the following sections:
- config, to manage all the settings and context's variables used by any component of the process
- source, to manage the source to process
- begin, as a list of Blocks to execute in order. This section is executed when the process begins
- extractor, contains the Extractor configuration
- transformers, contains the list of Transformers configuration to execute in pipeline
- loader, contains the Loader configuration
- end, as a list of Blocks to execute in order. This section is executed when the process is finished
{
"config": {
<name>: <value>
},
"begin": [
{ <block-name>: { <configuration> } }
],
"source" : {
{ <source-name>: { <configuration> } }
},
"extractor" : {
{ <extractor-name>: { <configuration> } }
},
"transformers" : [
{ <transformer-name>: { <configuration> } }
],
"loader" : { <loader-name>: { <configuration> } },
"end": [
{ <block-name>: { <configuration> } }
]
}
Example:
{
"config": {
"log": "debug",
"fileDirectory": "/temp/databases/dbpedia_csv/",
"fileName": "Person.csv.gz"
},
"begin": [
{ "let": { "name": "$filePath", "value": "$fileDirectory.append( $fileName )"} },
{ "let": { "name": "$className", "value": "$fileName.substring( 0, $fileName.indexOf(".") )"} }
],
"source" : {
"file": { "path": "$filePath", "lock" : true }
},
"extractor" : {
"row": {}
},
"transformers" : [
{ "csv": { "separator": ",", "nullValue": "NULL", "skipFrom": 1, "skipTo": 3 } },
{ "merge": { "joinFieldName":"URI", "lookup":"V.URI" } },
{ "vertex": { "class": "$className"} }
],
"loader" : {
"orientdb": {
"dbURL": "plocal:/temp/databases/dbpedia",
"dbUser": "admin",
"dbPassword": "admin",
"dbAutoCreate": true,
"tx": false,
"batchCommit": 1000,
"dbType": "graph",
"indexes": [{"class":"V", "fields":["URI:string"], "type":"UNIQUE" }]
}
}
}
- context variables can be used by prefixing them with $
$input
is the context variable assigned before each transformation- to execute an expression using OrientDB SQL, use
={<expression>}
, example:={eval('3 * 5')}
All executable blocks, like Transformers and Blocks, can be executed only if a condition is true by using the if conditional expression using the OrientDB SQL syntax. Example:
{ "let": {
"name": "path",
"value": "C:/Temp",
"if": "${os.name} = 'Windows'"
}
},
{ "let": {
"name": "path",
"value": "/tmp",
"if": "${os.name}.indexOf('nux')"
}
}
Most of the blocks, like Transformers and Blocks, supports the log
setting. Log can be one of the following values (case insensitive): [NONE, ERROR, INFO, DEBUG]
. By default is INFO
.
Set the log level to DEBUG
to display more information on execution. Remember that logging slows down execution, so use it only for development and debug purpose. Example:
{ "http": {
"url": "http://ip.jsontest.com/",
"method": "GET",
"headers": {
"User-Agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_4) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/36.0.1985.125 Safari/537.36"
},
"log": "DEBUG"
}
}
All the variables declared in "config" block are bound in the execution context and can be used by ETL processing.
There are also special variables used by ETL process:
Variable | Description | Type | Mandatory | Default value |
---|---|---|---|---|
log | Global "log" setting. Accepted values: [NONE, ERROR, INFO, DEBUG] . Useful to debug a ETL process or single component. |
string | false | INFO |
maxRetries | Maximum number of retries in case the loader raises a ONeedRetryException: concurrent modification of the same records | integer | false | 10 |
parallel | Executes pipelines in parallel by using all the available cores. | boolean | false | false |
haltOnError | Halt the process in case of unmanaged error. If it is false, the process continue in case of errors. The encountered error number is reported at the end of importing. Since 2.0.9. | boolean | false | true |
In ETL JSON file you can define variable that will be resolved at run-time by passing them at startup. You could for example assign the database URL as ${databaseURL}
and then pass the database URL at execution time with:
$ ./oetl.sh config-dbpedia.json -databaseURL=plocal:/temp/mydb