Configuring an Extractor Configuration File
The extractor configuration file is used to bulk load the enrichment store into HBase. Complete the following steps to configure the extractor configuration file:
Log in as root to the host on which Metron is installed.
Determine the schema of the enrichment source.
Create an extractor configuration file called
extractor_config_temp.json
and populate it with the enrichment source schema.For example:
{ "config" : { "columns" : { "domain" : 0 ,"owner" : 1 ,"home_country" : 2 ,"registrar": 3 ,"domain_created_timestamp": 4 } ,"indicator_column" : "domain" ,"type" : "whois" ,"separator" : "," } ,"extractor" : "CSV" }
You can transform and filter the enrichment data as it is loaded into HBase by using Stellar extractor properties in the extractor configuration file. HCP supports the following Stellar extractor properties:
value_transform
Transforms fields defined in the
columns
mapping with Stellar transformations. New keys introduced in the transform are added to the key metadata. For example:"value_transform" : { "domain" : "DOMAIN_REMOVE_TLD(domain)"
value_filter
Allows additional filtering with Stellar predicates based on results from the value transformations. In the following example, records whose domain property is empty after removing the TLD are omitted.
"value_filter" : "LENGTH(domain) > 0", "indicator_column" : "domain",
indicator_transform
Transforms the
indicator
column independent of the value transformations. You can refer to the original indicator value by usingindicator
as the variable name, as shown in the following example. In addition, if you prefer to piggyback your transformations, you can refer to the variabledomain
, which allows your indicator transforms to inherit transformations done to this value during the value transformations."indicator_transform" : { "indicator" : "DOMAIN_REMOVE_TLD(indicator)"
indicator_filter
Allows additional filtering with Stellar predicates based on results from the value transformations. In the following example, records whose indicator value is empty after removing the TLD are omitted.
"indicator_filter" : "LENGTH(indicator) > 0", "type" : "top_domains",
If you include all of the supported Stellar extractor properties in the extractor configuration file, it will look similar to the following:
{ "config" : { "zk_quorum" : "$ZOOKEEPER_HOST:2181", "columns" : { "rank" : 0, "domain" : 1 }, "value_transform" : { "domain" : "DOMAIN_REMOVE_TLD(domain)" }, "value_filter" : "LENGTH(domain) > 0", "indicator_column" : "domain", "indicator_transform" : { "indicator" : "DOMAIN_REMOVE_TLD(indicator)" }, "indicator_filter" : "LENGTH(indicator) > 0", "type" : "top_domains", "separator" : "," }, "extractor" : "CSV" }
Running a file import with the above data and extractor configuration will result in the following two extracted data records:
Indicator Type Value google top_domains { "rank" : "1", "domain" : "google" } yahoo top_domains { "rank" : "2", "domain" : "yahoo" } To access properties that reside in the global configuration file, provide a ZooKeeper quorum via the
zk_quorum
property. If the global configuration looks like"global_property" : "metron-ftw"
, enter the following to expand thevalue_transform
:"value_transform" : { "domain" : "DOMAIN_REMOVE_TLD(domain)", "a-new-prop" : "global_property" },
The resulting value data will look like the following:
Indicator Type Value google top_domains { "rank" : "1", "domain" : "google", "a-new-prop" : "metron-ftw" } yahoo top_domains { "rank" : "2", "domain" : "yahoo", "a-new-prop" : "metron-ftw" } Remove any non-ASCII invisible characters that might have been included when you cut and pasted:
iconv -c -f utf-8 -t ascii extractor_config_temp.json -o extractor_config.json
Note | |
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The extractor_config.json file is not stored anywhere by the loader. This file is used once by the bulk loader to parse the enrichment dataset. It is up the user to keep this configuration file for future use, if needed. |