Elasticsearch Importer

Generic Elasticsearch Importer

Also available at: https://carlosvega.github.io/ElasticsearchImporter/

Installation

git clone [email protected]:carlosvega/ElasticsearchImporter.git ElasticsearchImporter
cd ElasticsearchImporter
bash install.bash # or ~/extra/install_sqlite_for_ubuntu.bash if using ubuntu

Ubuntu Docker

git clone [email protected]:carlosvega/ElasticsearchImporter.git ElasticsearchImporter
cd ElasticsearchImporter
docker build -f ~/extra/Dockerfile.ubuntu -t ubuntu_esimporter .

CentOS Docker

git clone [email protected]:carlosvega/ElasticsearchImporter.git ElasticsearchImporter
cd ElasticsearchImporter
docker build -f ~/extra/Dockerfile.centos -t centos_esimporter .

Considerations

The tool works with elasticsearch 6.2.2 but uses elasticsearch-dsl module version >=5.0.0,<6.0.0 because version 6.x of this module breaks backwards compatibility. The tool might not work with higher versions of elasticsearch than 6.2.2.

Python 2 does not handle very well the Ctrl+C interruption. Do Ctrl+Z, then jobs, and kill %1 (if the only job is the tool) to kill it. PyPy sometimes handles it and sometimes not, but Python 3 seems to work without any issue.

Performance

On a Intel(R) Core(TM) i7-7700 CPU @ 3.60GHz with 32GB of RAM using Elasticsearch 6.2.2 with a 4GB Heap.

Executing a 1 Million lines test with bash speed_test.bash

Options (might be some options more, do python elasticImporter.py -h)

Option and Long option	Description
-h, --help	show this help message and exit
-i INPUT, --input INPUT	Input file. Default: stdin.
-c CFG, --cfg CFG	Configuration file.
-s SEPARATOR, --separator SEPARATOR	File Separator. Default: ;
-x INDEX, --index INDEX	Elasticsearch index. It overrides the cfg JSON file values. Default: the index specified in the JSON file.
-t TYPE, --type TYPE	Elasticsearch document type. It overrides the cfg JSON file values. Default: the type specified in the JSON file.
-n NODE, --node NODE	Elasticsearch node. Default: localhost
-p PORT, --port PORT	Elasticsearch port. Default: 9200
-u USER, --user USER	Elasticsearch user if needed.
-P PASSWORD, --password PASSWORD	Elasticsearch password if needed.
--skip_first_line	Skips first line.
--dates_in_seconds	If true, assume dates are provided in seconds.
--refresh	Refresh the index when finished.
--delete	Delete the index before process.
--replicas REPLICAS	Number of replicas for the index if it does not exist. Default: 0
--shards SHARDS	Number of shards for the index if it does not exist. Default: 2
--refresh_interval REFRESH_INTERVAL	Refresh interval for the index if it does not exist. Default: 60s
--bulk BULK	Elasticsearch bulk size parameter. Default: 2000
--threads THREADS	Number of threads for the parallel bulk. Default: 5
--queue QUEUE	Size of queue for the parallel bulk. Default: 6
--timeout TIMEOUT	Connection timeout in seconds. Default: 600
--debug	If true log level is set to DEBUG.
--no_progress	If true do not show progress.
--show_elastic_logger	If true show elastic logger at the same loglevel as the importer.
--raise_on_error	Raise BulkIndexError containing errors (as .errors) from the execution of the last chunk when some occur. By default we DO NOT raise.
--raise_on_exception	By default we DO NOT propagate exceptions from call to bulk and just report the items that failed as failed. Use this option to propagate exceptions.
--md5_id	Uses the MD5 hash of the line as ID.
--md5_exclude [MD5_EXCLUDE [MD5_EXCLUDE ...]]	List of column names to be excluded from the hash.
--geo_precission GEO_PRECISSION	If set, geographical information will be added to the indexed documents. Possible values: country_level, multilevel, IP. If country_level is used in the geo_precission parameter, a column must be provided with either the country_code with 2 letters (ISO 3166-1 alpha-2) or the country_name in the format of the countries.csv file of the repository, for better results use country_code. If multilevel is set in the geo_precission option, then, a column or list of columns must be provided with either the country_code, region_name, city_name, or zip_code. If IP is set in the geo_precission option, then a column name containing IP addresses must be provided.
--geo_column_country_code GEO_COLUMN_COUNTRY_CODE	Column name containing country codes with 2 letters (ISO 3166-1 alpha-2). Used if geo_precission is set to either country_level or multilevel.
--geo_column_country_name GEO_COLUMN_COUNTRY_NAME	Column name containing country names. Used if geo_precission is set to either country_level.
--geo_column_region_name GEO_COLUMN_REGION_NAME	Column name containing region names. Used if geo_precission is set to multilevel.
--geo_column_place_name GEO_COLUMN_PLACE_NAME	Column name containing place names. Used if geo_precission is set to multilevel.
--geo_column_zip_code GEO_COLUMN_ZIP_CODE	Column name containing zip codes. Used if geo_precission is set to multilevel.
--geo_column_ip GEO_COLUMN_IP	Column name containing IP addresses. Used if geo_precission is set to IP.
--geo_int_ip GEO_INT_IP	Set if the provided IP addresses are integer numbers.

Configuration file format

In the example.cfg file all possible formats supported by the importer have been used. Nested fields are not supported yet because this tool is intended for formats readable line by line, but could be supported in the future based on syntax.

{
	"meta" : {
		"index" : "patata",
		"type"  : "my_potato"
	},
	"properties" : {
		"timestamp" : "date",
		"geo" : "geopoint",
		"ip"  : "ip",
		"name" : "keyword",
		"description" : "text",
		"age" : "integer",
		"size" : "float"
	},
	"order_in_file" : ["timestamp", "geo", "ip", "name", "description", "age", "size"]

}

TODO Tasks

• Add an option to include a timestamp on the documents
• Add an option to exclude columns
• Add the gazeteer database from geonames
• Autoupdate databases from ip2location and geonames
• Improve docs