Make decisions
The decision-making process is based on the rule engine that relies on two distinct rule files written in the Drools MVEL dialect:
Default rule files are out-of-the-box sets of rules designed to handle standard decision-making scenarios and serve as the system baseline. These files should not be modified, and their file names must remain unchanged. The files are located in S3:
doc-upload/payment_sanctions_screening/{tara_version}/rules/hit_rules.drlcontains hit rules that run at the hit level.doc-upload/payment_sanctions_screening/{tara_version}/rules/alert_rules.drlcontains alert rules that run at the alert level.
The custom rule file allows you to implement rules tailored to specific business requirements. These rules are flexible and are used instead of the default rules to handle unique requirements. You can copy default rule files, modify their content as needed, assign a filename to your custom file, and add the name to the configuration. You must create the file manually and upload it to the following S3 location:
doc-upload/payment_sanctions_screening/rules/custom_rules.drl. You can usecustom_rules_sample.drlas a sample custom file.
Create rule
Facts and globals
In Drools, globals and facts are two fundamental concepts used to pass external data and context to rules and represent the data that rules act upon:
Facts are the data objects or domain objects that rules use to make decisions. A fact can be any Java object, and it serves as the basis for rule conditions, such as the
whensection of a rule. The following facts are defined:PaymentMessagePaymentMessageHitPaymentInputEntityPaymentDerivedDataPaymentWatchListEntityTypeMatch
Globals are external objects made available to your rules, but, unlike facts, they are not part of the working memory. Globals provide a way to inject external resources, services, or configuration settings into your rules. Globals are typically immutable within a single rule execution. Once set, the value does not change during the rule execution. The following globals are defined:
idMatchtypeMatchnameMatchcountryMatchaddressMatchnameMatchingThresholddateMatchingThresholdmodelDecision
By combining facts and globals, you can build complex and flexible rule-based systems that leverage external resources while making decisions based on the current state of your data.
See the example to illustrate the use of facts and globals in Drools:
import com.example.Order
global com.example.ShippingService shippingService
rule "Apply Shipping Discount"
when
$order: Order(totalAmount > 100)
then
double discount = shippingService.calculateDiscount($order);
$order.applyDiscount(discount);
end
In the example:
Orderis a fact that represents the order with a total amount.shippingServiceis a global that provides access to a shipping service to calculate discounts.The rule applies a discount to the order if its total amount is larger than 100. It uses both the fact and the global to make this decision.
When
In most cases, the section is required to qualify a hit or watchlist entity for a new rule. You can use any objects mentioned above. See the code sample:
$hit: PaymentMessageHit(conditions via comma)
$wle: PaymentWatchListEntity(conditions via comma)
eval (expression)
Then
The section contains two available options:
Resolve:
resolve("comment", rulesDecision)Escalate:
escalate("comment", rulesDecision)
Salience
The out-of-the-box default rules have salience in the range of 3000 to 1000.
In Drools, the salience attribute is a crucial element in the rule definition that influences the execution order of rules within a rule file. It allows you to specify the priority of a rule relative to the other ones. Rules with higher salience values are executed before rules with lower ones. You can assign an integer value to the salience attribute to set up the rule execution order.
Mind the following key points about the salience attribute in Drools:
Execution order. The
salienceattribute determines the execution order of rules. The higher the value, the more important the rule is, and it gets executed earlier in the rule execution cycle.Default value. If a rule does not specify a
saliencevalue, it is assigned the default value of0. Rules without explicitsaliencevalues are executed in an arbitrary order and can depend on the rule engine's internal decisions.Ascending order. When evaluating rules with the
saliencevalues, Drools arranges them in the ascending order. Rules with the lowestsaliencevalues are executed first, followed by rules with higher values.Negative values. You can assign negative
saliencevalues to rules if you want specific rules to be executed earlier than rules with positivesaliencevalues. For example, a rule withsalience -1is executed before a rule withsalience 0.Use cases. The
salienceattribute is used to control the rule execution order or prioritize rules based on a specific business logic, for example, when specific rules should have precedence over others.Caution. While the
salienceattribute can be a powerful tool for rule prioritization, it should be used judiciously. Overusing or misusing ofsaliencevalues can make rule sets complex and hard to manage. Maintain clarity in your rule definitions and document the reasons for setting particularsaliencevalues.
Thus, the salience attribute is a mechanism used to control the rule execution order based on assigned priorities. By assigning salience values to rules, you ensure that rules critical to your business logic execute in the desired order, allowing you to create a robust and efficient rule-based system.
Add custom rule file
To write rules, you can use the following applications:
IntelliJ IDEA with the Drools plugin
Eclipse with the Drools plugin (Business Rules Tools)
To add a rule, complete the following steps:
Create a custom rule file locally. The recommended filename is
custom_rules.drl.You can use a different name for your custom rule file and specify it when configuring Tara. This allows you to maintain multiple versions of the rule file, which is useful for managing variations or retaining versions for auditing purposes.
Edit the rule file. Use any text editor of your choice to open the file.
Create a rule using the following template:
rule "Name of the rule"
activation-group "default"
salience 2003
when
// Evaluation of the rule conditions goes here
then
// Define the actions to resolve or escalate based on the rule
endReplace
"Name of the rule"with a meaningful and descriptive name for your rule.Leave
activation-groupas"default".Set
saliencebased on specific requirements.In the
whensection, define the conditions to be met for the rule to trigger.In the
thensection, specify the actions to be taken when the rule is triggered, including how to resolve or escalate the decision.
Save the changes.
Upload the modified file to S3:
doc-upload/payment_sanctions_screening/rules/custom_rules.drl.
Example
As an example, let's implement the following business rule: "A hit should be resolved when the sender and the receiver are from the same country. Should be executed before the default rules."
Define the rule structure:
Leave
activation-group "default". This is a required value.Set
salienceto 4000. As the rule should be executed before the default one, you must set the salience value to more than 3000.
rule "Sender and Receiver from the same country"
activation-group "default"
salience 4000
when
then
endDefine the
whensection:- Specify the
$messageobject.
rule "Sender and Receiver from the same country"
activation-group "default"
salience 4000
when
$message: PaymentMessage()
then
end- Add base filtering for the message based on the payment info object.
tipIn Drools MVEL, you can call fields of the objects in
()and also use.to access fields in the nested objects.rule "Sender and Receiver from the same country"
activation-group "default"
salience 4000
when
$message: PaymentMessage(payment != null, payment.sender != null, payment.reciever != null)
then
end- Add filtering for the country existing in the sender and receiver objects. Check for null values to avoid a Null Pointer Exception.
rule "Sender and Receiver from the same country"
activation-group "default"
salience 4000
when
$message: PaymentMessage(payment != null, payment.sender != null, payment.reciever != null,
payment.sender.country != null, payment.reciever.country != null)
then
end- Add a condition to evaluate the hit. You can use
$messageto get the sender and receiver data. Wrap all conditions in theeval()method to produce a Boolean outcome.
rule "Sender and Receiver from the same country"
activation-group "default"
salience 4000
when
$message: PaymentMessage(payment != null, payment.sender != null, payment.reciever != null,
payment.sender.country != null, payment.reciever.country != null)
eval($message.payment.sender.country == $message.payment.reciever.country)
then
end- Specify the
Define the
thensection.rule "Sender and Receiver from the same country"
activation-group "default"
salience 4000
when
$message: PaymentMessage(payment != null, payment.sender != null, payment.reciever != null,
payment.sender.country != null, payment.reciever.country != null)
eval($message.payment.sender.country == $message.payment.reciever.country)
then
resolve("Sender and Receiver countries are the same: " + $message.payment.sender.country, rulesDecision)
end
Migrate custom rules for version compatibility
The rule file structure can change between Tara versions. As a result, custom rules created in earlier versions might need to be synchronized manually. Starting with Tara v4.1.0, note the following changes:
The
derivedobject is no longer referenced in the rule file. All key data points are moved to the consolidatedidMatch,countryMatch, andaddressMatchobjects.Remove all references to the
derivedobject, such asderived != null, and replace:$hit.derived.addresswithaddressMatch.input$hit.derived.countryConfirmedwithcountryMatch.countryConfirmed$hit.derived.addressConfirmedwithaddressMatch.countryConfirmed$hit.derived.subTypewithidMatch.subTypederived.subTypewithidMatch.subTypederived.typewithtypeMatch.inputType
The
IdMatchobject is updated. Replaceglobal com.workfusion.sanctions.jnw.domain.rules.ModelFeature idMatch;withglobal com.workfusion.sanctions.jnw.domain.rules.IdMatch idMatch;.Rules are split into hit rules and alert rules.
Hit rules run when the rule has the agenda group set to
hit(agenda-group "hit").Alert rules run when the rule has the agenda group set to
alert(agenda-group "alert"). A
rule "blacklist_country_strong"
activation-group "default"
agenda-group "hit"
salience 1700- Alert rules are intended to set the final
MessageDecisionoutput comment and status fields.
Example of setting the default
MessageDecision.comment:decision.setComment(RulesUtils.getStatisticalAlertLevelComment(decision, decisionStatistic));Example of setting the default
MessageDecision.status:decision.setStatus(RulesUtils.getAlertLevelStatus(decision, decisionStatistic));The provided
DecisionStatisticobject contains information about the final alert decision from Tara. You can use this object to create custom comments and statuses that differ from the default values (RESOLVEandNO_DECISION). For example, you can define custom statuses, such asPASS,HALF_PASS,L1, orL2.public class DecisionStatistic {
private final int numHitsResolved;
private final int numHitsDrResolved;
private final int numHitsEscalated;
private final Map<String, Integer> decisionCodeCounts;
private final List<String> resolveReasons;
private final List<String> noDecisionReasons;